# Pureinsights > Beyond Search ## Pages - [Pricing](https://pureinsights.com/pricing/): Discovery Platform $6,750/month license fee Trusted, High-Quality Data Unified Knowledge for AI & Search Built for Fast Innovation High-quality search... - [Solr Consulting Services in the UK](https://pureinsights.com/search-application-consulting/solr-consulting-services-uk/): Our Solr consulting services help UK enterprises design, modernize, and support high-performance Apache Solr search. From architecture reviews and migrations... - [Elasticsearch Consulting Services in the UK](https://pureinsights.com/search-application-consulting/elasticsearch-consulting-services-uk/): High-performance Elasticsearch consulting for UK enterprises Our Elasticsearch consulting services help UK organisations design, build, and optimise high-performance search applications.... - [Elasticsearch Support Services](https://pureinsights.com/search-application-consulting/elasticsearch-consulting/elasticsearch-support-services/): Expert Production-Level Support & Managed Services for Elasticsearch Pureinsights delivers 24×7 production-grade support for Elasticsearch environments—whether you’re running mission-critical search... - [Videos](https://pureinsights.com/videos/): How AI Search Transforms Business: EMARKETER’s Journey with Pureinsights How does a leading market research firm like EMARKETER unlock deeper... - [Pureinsights Discovery Sandbox](https://pureinsights.com/pureinsights-discovery-sandbox-request/): Discovery Sandbox Access Request What you can do with the Pureinsights Discovery Sandbox Experiment with AI-Powered Search and Chatbots Test... - [Search Analytics Demo Request](https://pureinsights.com/search-analytics-demo-request/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Discovery Search Analytics](https://pureinsights.com/discovery-search-analytics/): Search Analytics Get a Demo You Can’t Improve What You Can’t Measure Discovery Search Analytics is a fully supported cloud... - [Chatbot Consulting](https://pureinsights.com/search-application-consulting/chatbot-consulting/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Agent Consulting](https://pureinsights.com/search-application-consulting/ai-agent-consulting/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Agent Development](https://pureinsights.com/search-application-consulting/ai-agent-development/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Chatbot Development](https://pureinsights.com/search-application-consulting/ai-chatbot-development/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Chatbot Development](https://pureinsights.com/search-application-consulting/chatbot-development/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Agents](https://pureinsights.com/ai-agents-intelligent-automation-for-the-enterprise/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Chatbots](https://pureinsights.com/ai-chatbots-intelligent-conversations-grounded-in-your-data/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Assistants](https://pureinsights.com/ai-assistants-built-for-the-enterprise/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Search](https://pureinsights.com/ai-search-next-generation-search-and-discovery/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Vespa.ai Consulting and Implementation Services](https://pureinsights.com/search-application-consulting/vespa-ai-consulting-and-implementation-services/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Information Providers](https://pureinsights.com/discovery-platform/ai-search/information-providers/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Ecommerce](https://pureinsights.com/discovery-platform/ai-search/ecommerce/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Customer Service](https://pureinsights.com/discovery-platform/ai-search/customer-service/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Website Search](https://pureinsights.com/discovery-platform/ai-search/website-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Search Applications](https://pureinsights.com/discovery-platform/ai-search/search-applications/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Discovery for Solr](https://pureinsights.com/discovery-platform/ai-search/discovery-for-solr/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Discovery for OpenSearch](https://pureinsights.com/discovery-platform/ai-search/discovery-for-opensearch/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Discovery for Elasticsearch](https://pureinsights.com/discovery-platform/ai-search/discovery-for-elasticsearch/): for Elasticsearch Get a Demo Elasticsearch is an open-source, distributed search engine designed to handle large volumes of data in... - [Discovery for MongoDB Atlas Search](https://pureinsights.com/discovery-platform/ai-search/discovery-for-mongodb-atlas-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Search](https://pureinsights.com/discovery-platform/ai-search/): AI Search Get a Demo Modernize your search with AI driven enhancements Enhance your existing search application with Discovery. Unlock... - [AI Agents](https://pureinsights.com/discovery-platform/ai-agents/): AI Agents Get a Demo Deploy AI agents over your enterprise data An AI agent is an autonomous software system... - [AI Assistants](https://pureinsights.com/discovery-platform/ai-assistants/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Discovery Platform](https://pureinsights.com/discovery-platform/): Build AI ApplicationsThat Deliver Results, Faster Discovery is a versatile platform for creating AI applications, offering efficient data ingestion and... - [Home](https://pureinsights.com/): AI AND SEARCH EXPERTS Empowering Discovery Pureinsights transforms information discovery with AI-powered search, assistants, and expert services – helping businesses... - [MongoDB Vector Search Solutions](https://pureinsights.com/search-application-consulting/mongodb-vector-search-solutions/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Elasticsearch Vector Search Solutions](https://pureinsights.com/search-application-consulting/elasticsearch-vector-search-solutions-for-ai-and-search-applications/): Go Beyond Keywords with AI-Powered Semantic Search Elasticsearch is a proven leader in full-text search — and now with native... - [Generative AI Assessment](https://pureinsights.com/generative-ai-assessment/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Demo Request](https://pureinsights.com/demo-request/): Demo Request Apply for our AI-powered Retrieval Augmented Generation (RAG) Demo on YOUR website content. Fill out the form below... - [Algolia Consulting and Implementation Services](https://pureinsights.com/search-application-consulting/algolia-consulting-and-implementation-services-copy/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Experts](https://pureinsights.com/search-application-consulting/ai-experts/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Consultants](https://pureinsights.com/search-application-consulting/ai-consultants/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Consulting](https://pureinsights.com/search-application-consulting/ai-consulting/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Retrieval Augmented Generation (RAG)](https://pureinsights.com/retrieval-augmented-generation-rag/): Defining RAG and implementing it – the right way. AI has ripped through the search landscape, rewriting the rules for... - [Vector Search Consulting Services](https://pureinsights.com/search-application-consulting/vector-search-consulting-services/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Search and AI Consulting](https://pureinsights.com/search-application-consulting/search-and-ai-consulting/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Enterprise Search Consulting](https://pureinsights.com/search-application-consulting/enterprise-search-consulting/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Enterprise Search Experts](https://pureinsights.com/search-application-consulting/enterprise-search-experts/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Amazon OpenSearch Service Consulting](https://pureinsights.com/search-application-consulting/amazon-opensearch-service-consulting/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [E-Commerce Search Using Open Source](https://pureinsights.com/e-commerce-search-using-open-source/): Pureinsights solution for E-commerce search using Open Source leverages our technologies and expertise in Elasticsearch, Solr or OpenSearch. - [MongoDB Consulting and Implementation Services](https://pureinsights.com/search-application-consulting/mongodb-consulting-and-implementation-services/): Expert Strategy and Implementation Services for MongoDB Atlas Pureinsights provides a wide range of MongoDB Consulting and Implementation Services. We... - [Technology and Solution Partners](https://pureinsights.com/partners/): Pureinsights takes pride in being technology and solution partner agnostic. However, we do maintain certain strategic partner relationships which helps... - [Solr Support Services](https://pureinsights.com/search-application-consulting/solr-consulting/solr-support/): Expert Production-Level Support & Managed Services for Apache Solr Pureinsights delivers 24×7 production-grade support for Apache Solr environments—whether you’re running... - [Elasticsearch to OpenSearch Migration Services](https://pureinsights.com/search-application-consulting/opensearch-consulting/elasticsearch-to-opensearch-migration-services/): Pureinsights offers expert evaluation, planning and implementation services for your Elasticsearch to OpenSearch migration projects. - [Coveo Consulting and Implementation Services](https://pureinsights.com/search-application-consulting/coveo-consulting-and-implementation-services/): Expert Coveo consulting and implementation services for a state-of-the-art search experience on your website or search applications. - [Google Cloud Search Consulting Services](https://pureinsights.com/search-application-consulting/google-cloud-search-consulting/): Smarter Search. Powered by Google. Delivered by Pureinsights. Modern enterprises demand more than keyword search. We help you build AI-driven... - [OpenSearch Consulting Services](https://pureinsights.com/search-application-consulting/opensearch-consulting/): OpenSearch consulting from Pureinsights helps enterprises design, migrate, and support high-performance OpenSearch and OpenSearch Dashboard applications. Whether you’re moving from... - [Resources](https://pureinsights.com/resources/): Featured Resources Videos - [Managed Services for AI and Search Applications](https://pureinsights.com/managed-services-for-search-applications/): Pureinsights provides full managed services for search applications for enterprise search, website search, and custom search applications. - [Blog](https://pureinsights.com/blog/): Blog Categories Featured Posts Tags - [Search as a Service - An Overview](https://pureinsights.com/search-as-a-service/): Is It Time to Rethink the Operating Model for Search Applications? Is it time to rethink the operating model for... - [Privacy Policy](https://pureinsights.com/privacy-policy/): Pureinsights' Privacy Policy describing our handling of personal information and non-personal information for customers and website visitors. - [Terms and Conditions](https://pureinsights.com/terms-and-conditions/): Pureinsights website Terms and Conditions outlining the terms of use and rights of the visitors regarding the website content and resources. - [Contact Us](https://pureinsights.com/contact-us/): This CONTACT US form is to enquire about AI and search technology or services form Pureinsights Technology Corporation only. Any... - [Search Application Assessment : Getting Started](https://pureinsights.com/search-application-consulting/search-application-assessment/): Search Application Assessment: the first step in a comprehensive plan to enhance your search applications and truly delight your users. - [Pureinsights Data Engineering Platform - Open Source Components](https://pureinsights.com/pureinsights-data-engineering-platform-open-source-components/): Click the button below to download a PDF of the latest open source component dependencies for Pureinsights technology, including the... - [Yext Consulting and Implementation Services](https://pureinsights.com/search-application-consulting/yext-consulting/): Expert consulting and implementation services on Yext for a state-of-the-art search experience on your website or search applications. - [Search Relevance Tuning and Engine Scoring](https://pureinsights.com/search-relevancy-tuning-engine-scoring/): Leverage search relevancy tuning and search engine scoring to continually monitor and improve relevance in your search applications. - [Solr Consulting Services](https://pureinsights.com/search-application-consulting/solr-consulting/): Our Solr consulting services help enterprises design, modernize, and support high-performance Solr search. From architecture reviews and migrations to tuning,... - [Elasticsearch Consulting Services](https://pureinsights.com/search-application-consulting/elasticsearch-consulting/): Our Elasticsearch consulting services help enterprises build and optimize high-performance search. From architecture design and migration to tuning, scaling, and... - [Careers](https://pureinsights.com/careers/): About Pureinsights We build data and search systems that work at scale, in production, where it matters. Intelligent retrieval, sound... - [Search Application Consulting Services](https://pureinsights.com/search-application-consulting/): Modernize Your Search with AI Pureinsights’ search application consulting team have deep expertise in Enterprise Search and in building scalable... - [Document Understanding : Extract Knowledge from Content](https://pureinsights.com/document-understanding/): Document Understanding leverages machine learning and natural language processing to extract knowledge from unstructured content. - [Question Answering Systems: A Better Search Experience](https://pureinsights.com/question-answering/): Question Answering Systems deliver the answers users expect from their search bar. Expectations of search are changing rapidly. Accustomed to... - [About](https://pureinsights.com/about-us/): We are Pureinsights. Your Partner in AI-Driven Information Discovery. At Pureinsights, we are redefining information discovery by integrating advanced AI... - [Password, Authentication &/Or Username Incorrect](https://pureinsights.com/password-authentication-or-username-incorrect/): Return to the login url, and try again. ## Posts - [How Discovery Adds MCP to Search for Content Publishers](https://pureinsights.com/blog/2026/how-discovery-adds-mcp-to-search-for-content-publishers/): Video: Product Architect Andres Marenco explains how content publishers can serve subscribers and AI agents from one platform, using Discovery's... - [Cutting AI Model Latency by 10x with Discovery's Amazon SageMaker Integration](https://pureinsights.com/blog/2026/amazon-sagemaker-integration-ai-latency/): Discovery's Amazon SageMaker integration delivers 10x lower AI latency — with the security and infrastructure control public APIs can't match. - [Our 2026 AI and Search Predictions: A Mid-Year Reality Check](https://pureinsights.com/blog/2026/our-2026-ai-and-search-predictions-a-mid-year-reality-check/): Five of our seven 2026 AI and search predictions have landed. Two are still playing out. Here's the mid-year scorecard. - [Search Taught Us a Critical Lesson About AI](https://pureinsights.com/blog/2026/critical-lessons-about-search-and-enterprise-ai-content-processing/): What enterprise search taught us about content quality applies directly to enterprise AI content processing — and the stakes are... - [Elasticsearch isn’t your AI search problem. You are.](https://pureinsights.com/blog/2026/elasticsearch-isnt-your-ai-search-problem-you-are/): Why most Elasticsearch AI search projects fail in production — and why the platform is never the real problem. - [Pureinsights Discovery 2.8 Introduces MCP Support for Agentic AI Applications](https://pureinsights.com/blog/2026/pureinsights-discovery-2-8-introduces-mcp-support-for-agentic-ai-applications/): PRESS RELEASE - Pureinsights Discovery 2. 8 brings MCP support for agentic AI plus new enterprise connectors for SharePoint Online,... - [Do AI Tools Matter for Search Yet?](https://pureinsights.com/blog/2026/do-ai-tools-matter-for-search-yet/): Do AI tools matter for search yet? We analyzed our own data — and the answer is more nuanced than... - [Highlights from Elastic{ON} London 2026](https://pureinsights.com/blog/2026/highlights-from-elasticon-london-2026/): Three highlights from Elastic{ON} London 2026 — vector search costs, the Jina AI acquisition, and building AI agents on enterprise... - [From Vector Hype to Hybrid Reality: Is Elasticsearch Still the Right Bet?](https://pureinsights.com/blog/2026/from-vector-hype-to-hybrid-reality-is-elasticsearch-still-the-right-bet/): Vector databases consolidated. Hybrid search won. Here's where Elasticsearch hybrid search stands out in 2025 — and where it falls... - [From Clicks to Conversations: How AI Is Changing Search](https://pureinsights.com/blog/2026/from-clicks-to-conversations-how-ai-is-changing-search/): A customer shares and article that sheds light on how AI is changing search behavior — and what conversational AI... - [Modernizing Search for Information Services Providers](https://pureinsights.com/blog/2026/modernizing-search-for-information-services-providers/): Pureinsights' CEO Kamran Khan on evolving information services providers' legacy systems to AI-powered discovery without starting over. - [Why We Built Pureinsights Discovery](https://pureinsights.com/blog/2026/why-we-built-pureinsights-discovery/): Video: Product Architect Andres Marenco explains the main overlying customer use cases that drove Pureinsights to build the Discovery Platform - [7 Tech Trends in AI and Search for 2026](https://pureinsights.com/blog/2026/7-tech-trends-in-ai-and-search-for-2026/): Pureinsights' CTO, Phil Lewis, presents his amazingly predictive annual blog on key trends in Search and AI to watch in... - [Search Solutions 2025 Highlights](https://pureinsights.com/blog/2025/search-solutions-2025-highlights/): Search Solutions 2025 highlights, with expert insights from BCS and leaders in enterprise search and AI innovation. - [KMWorld 2025: How AI is Rewriting the Enterprise Knowledge Stack](https://pureinsights.com/blog/2025/kmworld-2025-how-ai-is-rewriting-the-enterprise-knowledge-stack/): Video Blog - Top insights from KMWorld 2025 on how AI is reshaping knowledge management, enterprise search, and the rise... - [2025 Open Source Search Review](https://pureinsights.com/blog/2025/2025-open-source-search-review/): The 2025 Open-Source Search Review explores how Solr, Elasticsearch, and OpenSearch evolved with vector and LLM search advancements. - [Pureinsights Wins MongoDB “Most Innovative Project of the Year – 2025” Award in France](https://pureinsights.com/blog/2025/pureinsights-wins-mongodb-most-innovative-project-of-the-year-2025-award-in-france/): PRESS RELEASE - Pureinsights Wins MongoDB ‘Most Innovative Project of the Year – 2025’ Award in France for breakthrough project... - [Fine-Tuning LLMs - Is It Worth It?](https://pureinsights.com/blog/2025/fine-tuning-llms-is-it-worth-it/): Video: Pragmatic advice from Pureinsights Principal Architect Matt Willsmore on when and how to fine-tune LLMs for your GenAI application. - [Agentic AI Explained: How Autonomous AI Systems Work (Video)](https://pureinsights.com/blog/2025/agentic-ai-explained-how-autonomous-ai-systems-work-video/): Video: Pureinsights CTO Phil Lewis explains Agentic AI — how autonomous AI agents plan, collaborate, and deliver real enterprise results. - [MongoDB Brings Vector Search to Its Free Edition](https://pureinsights.com/blog/2025/mongodb-brings-vector-search-to-its-free-edition/): MongoDB adds vector search to its free edition, making AI-powered and semantic search easier for developers and enterprises alike. - [Smarter Search with MongoDB Atlas, Pureinsights, and Voyage AI](https://pureinsights.com/blog/2025/smarter-search-with-mongodb-atlas-pureinsights-and-voyage-ai/): Co-authored blog on how MongoDB Atlas, Pureinsights, and Voyage AI deliver smarter AI search through hybrid vector search and RAG... - [Ready to scale your AI-Enhanced Search Solution for the enterprise? Discovery is here to help](https://pureinsights.com/blog/2025/ready-to-scale-your-ai-enhanced-search-solution-for-the-enterprise-discovery-is-here-to-help/): Pureinsights Product Architect Andrés Marenco introduces Discovery—an enterprise platform for scalable, AI-enhanced search solutions. - [Why 95% of GenAI Projects Fail - And How to Beat the Odds](https://pureinsights.com/blog/2025/why-genai-projects-fail-and-how-to-beat-the-odds/): MIT’s Nanda Report shows 95% of GenAI projects fail. Learn the four themes behind failure—and how Pureinsights helps businesses beat... - [Pureinsights Named MongoDB's 2025 Global AI SI Partner of the Year](https://pureinsights.com/blog/2025/pureinsights-named-mongodbs-2024-global-ai-si-partner-of-the-year/): PRESS RELEASE - Pureinsights Named MongoDB Service AI Partner of the Year 2024 - [Top 7 Elasticsearch Pitfalls (and How to Avoid Them)](https://pureinsights.com/blog/2025/top-7-elasticsearch-pitfalls-and-how-to-avoid-them/): Discover the top 7 Elasticsearch pitfalls and how to avoid them. Pureinsights shares proven tips to keep your search fast,... - [First Take on GPT-OSS from OpenAI](https://pureinsights.com/blog/2025/first-take-on-gpt-oss-from-openai/): OpenAI’s GPT‑OSS models are here. See how GPT‑OSS‑120B and 20B compare to other LLMs, and why they matter for enterprise... - [Measuring and Improving Ecommerce Site Search](https://pureinsights.com/blog/2025/measuring-and-improving-ecommerce-site-search/): Measuring and improving Ecommerce site search is a challenge. Search Relevancy Scoring Dashboards and a continuous improvement process helps. - [Beyond Chat: How Search Powers the Real GenAI Revolution](https://pureinsights.com/blog/2025/beyond-chat-how-search-powers-the-real-genai-revolution/): Pureinsights CEO Kamran Khan joins Vespa Voice to explore GenAI use cases—from “Shazam for cars” to agentic AI and RAG in the enterprise. - [Search Engine Rankings 2025](https://pureinsights.com/blog/2025/search-engine-rankings-2025/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [LLM Prompt Injection: Is Your LLM Safe?](https://pureinsights.com/blog/2025/llm-prompt-injection-is-your-llm-safe/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Pureinsights Discovery 2.2 Introduces Vespa.ai Integration](https://pureinsights.com/blog/2025/pureinsights-discovery-2-2-introduces-vespa-ai-integration/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Discovery 2.2 + Vespa.ai - Unlocking Hybrid Search at Scale](https://pureinsights.com/blog/2025/discovery-2-2-vespa-ai-unlocking-hybrid-search-at-scale/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Understanding AI Agents and Agentic AI — Without the Hype](https://pureinsights.com/blog/2025/understanding-ai-agents-and-agentic-ai-without-the-hype/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Agentic RAG vs. Traditional RAG](https://pureinsights.com/blog/2025/agentic-rag-vs-traditional-rag/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [GraphRAG: When Your RAG Needs a Memory Palace](https://pureinsights.com/blog/2025/graphrag-when-your-rag-needs-a-memory-palace/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Smarter Search with Discovery 2.1: Inside Our Voyage AI Integration](https://pureinsights.com/blog/2025/smarter-search-with-discovery-2-1-inside-our-voyage-ai-integration/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Pureinsights Launches Discovery 2.1 with Voyage AI Integration](https://pureinsights.com/blog/2025/pureinsights-launches-discovery-2-1-with-voyage-ai-integration/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [RAG in the Enterprise - DIY or Phone a Friend?](https://pureinsights.com/blog/2025/challenges-of-building-rag-systems-in-house/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Guest Blog: Search Platforms vs Vector Databases for AI Search](https://pureinsights.com/blog/2025/guest-blog-search-platform-vs-vector-database-for-ai-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Video: Study of Best AI Assistants for Writing](https://pureinsights.com/blog/2025/video-best-ai-assistants-for-ranking/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Can AI Assistants Write Like Humans?](https://pureinsights.com/blog/2025/can-ai-assistants-write-like-humans/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [How AI Powers Search, Assistants, and Agents](https://pureinsights.com/blog/2025/how-ai-powers-search-assistants-and-agents/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Elasticsearch vs OpenSearch in 2025: What the Fork?](https://pureinsights.com/blog/2025/elasticsearch-vs-opensearch-in-2025-what-the-fork/): This blog is a 2025 update to our Elasticsearch vs. OpenSearch blogs first published in 2022. A lot has changed... - [Pureinsights Unveils Discovery 2.0](https://pureinsights.com/blog/2025/pureinsights-unveils-discovery-2-0/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Pureinsights Discovery as a LlamaIndex Alternative](https://pureinsights.com/blog/2025/pureinsights-discovery-as-a-llamaindex-alternative/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [EMARKETER Launches AI Search - Pureinsights Customer Story](https://pureinsights.com/blog/2025/emarketer-launches-ai-search-pureinsights-customer-story/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Unlocking the Power of Search with Google Cloud Platform](https://pureinsights.com/blog/2025/unlocking-the-power-of-search-with-google-cloud-platform/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [DeepSeek Overview: Why It's a Big Deal](https://pureinsights.com/blog/2025/deepseek-overview-why-its-a-big-deal/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Innovation in a Day - Pureinsights 2024 Hackathon Winner](https://pureinsights.com/blog/2025/ai-innovation-in-a-day-pureinsights-2024-hackathon-winner/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [7 Tech Trends in AI and Search for 2025](https://pureinsights.com/blog/2025/7-tech-trends-in-ai-and-search-for-2025/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI-Powered Hybrid Search with Pureinsights Discovery](https://pureinsights.com/blog/2025/ai-powered-hybrid-search-with-pureinsights-discovery/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Analyzing Dynamic Tabular Data in RAG Applications](https://pureinsights.com/blog/2024/analyzing-dynamic-tabular-data-in-rag-applications/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [KMWorld 2024: Key Takeaways from the Exhibit Hall](https://pureinsights.com/blog/2024/kmworld-2024-key-takeaways-from-the-exhibit-hall/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [The Rapid Adoption of Generative AI - 2024 Survey Insights](https://pureinsights.com/blog/2024/the-rapid-adoption-of-generative-ai-2024-survey-insights/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [SearchGPT Launch: First Impressions](https://pureinsights.com/blog/2024/searchgpt-launch-first-impressions/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Comparing Vector Search Solutions 2024](https://pureinsights.com/blog/2024/comparing-vector-search-solutions-2024/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Implementing E-Commerce Search at GOLFTEC - Webinar](https://pureinsights.com/blog/2024/implementing-e-commerce-search-at-golftec-webinar/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [OpenSearch Governance Now Under Linux Foundation Umbrella](https://pureinsights.com/blog/2024/opensearch-governance-now-under-linux-foundation-umbrella/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Pureinsights Discovery Platform Named KMWorld Trend-Setting Product in 2024](https://pureinsights.com/blog/2024/pureinsights-discovery-platform-named-kmworld-trend-setting-product-in-2024/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Pureinsights Expands Management Team](https://pureinsights.com/blog/2024/pureinsights-expands-management-team/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Elastic's Journey from Apache 2.0 to AGPL 3](https://pureinsights.com/blog/2024/elastics-journey-from-apache-2-0-to-agpl-3/): Elastic now offers AGPL 3 as a license option for Elasticsearch and Kibana. This blog explores the impact on users... - [Leveraging LLMs to Enhance Text Summarization](https://pureinsights.com/blog/2024/leveraging-llms-to-enhance-text-summarization/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [How to Optimize Your RAG System](https://pureinsights.com/blog/2024/how-to-optimize-your-rag-system/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Demo: Powering GenAI Website Search with Pureinsights Discovery](https://pureinsights.com/blog/2024/demo-powering-genai-website-search-with-pureinsights-discovery/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Modernizing Search with Generative AI](https://pureinsights.com/blog/2024/modernizing-search-with-generative-ai/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Revolutionizing Search Performance: Meet MAPT](https://pureinsights.com/blog/2024/revolutionizing-search-performance-meet-mapt/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [KMWorld AI 100 2024 List Recognizes Pureinsights](https://pureinsights.com/blog/2024/kmworld-ai-100-2024-list-recognizes-pureinsights/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [GOLFTEC Selects Pureinsights and Yext for Website Search](https://pureinsights.com/blog/2024/golftec-selects-pureinsights-and-yext-for-website-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Apple Intelligence Debuts at WWDC24](https://pureinsights.com/blog/2024/apple-intelligence-debuts-at-wwdc24/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [1-Bit LLMs: The Future of Efficient AI?](https://pureinsights.com/blog/2024/1-bit-llms-the-future-of-efficient-ai/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Google Unveils AI-Enhanced Search Features at I/O Conference](https://pureinsights.com/blog/2024/google-unveils-ai-enhanced-search-features-at-2024-io-conference/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [GPT-4o Highlights](https://pureinsights.com/blog/2024/gpt-4o-highlights/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Pureinsights Named MongoDB's 2024 AI Partner of the Year](https://pureinsights.com/blog/2024/pureinsights-named-mongodbs-2024-ai-partner-of-the-year/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [MongoDB.local NYC Highlights 2024](https://pureinsights.com/blog/2024/mongodb-local-nyc-highlights-2024/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [A GenAI Shopping Guide for Business Leaders](https://pureinsights.com/blog/2024/a-genai-shopping-guide-for-business-leaders/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [LLM Inference Speed Revolutionized by New Architecture](https://pureinsights.com/blog/2024/llm-inference-speed-revolutionized-by-new-architecture/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Can Bing AI Search Take Down Google?](https://pureinsights.com/blog/2024/can-bing-ai-search-take-down-google/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Apache Solr Security Vulnerabilities Found in Older Versions](https://pureinsights.com/blog/2024/apache-solr-security-vulnerabilities-found-in-older-versions/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Google SGE – Resetting the Bar for Search?](https://pureinsights.com/blog/2024/google-sge-resetting-the-bar-for-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Mintel and Pureinsights Transform Client Experience with Gen AI](https://pureinsights.com/blog/2024/mintel-and-pureinsights-transform-client-experience-with-generative-ai/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [5 Challenges Implementing Retrieval Augmented Generation (RAG)](https://pureinsights.com/blog/2024/five-common-challenges-when-implementing-rag-retrieval-augmented-generation/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [7 Tech Trends in AI and Search for 2024](https://pureinsights.com/blog/2024/7-tech-trends-in-ai-and-search-for-2024/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Instantly.ai Fuels Prospecting Precision with AI-Powered Search](https://pureinsights.com/blog/2024/instantly-ai-fuels-prospecting-precision-with-ai-powered-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Pureinsights Illuminates Dark Data Search for District 4 Labs](https://pureinsights.com/blog/2023/pureinsights-illuminates-dark-data-search-for-district-4-labs/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Best Practices – Optimizing Performance for Extremely Large Search Indices](https://pureinsights.com/blog/2023/best-practices-optimizing-performance-for-extremely-large-search-indices/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Vertex AI Review - Unified AI Platform on Google Cloud](https://pureinsights.com/blog/2023/vertex-ai-review-unified-ai-platform-on-google-cloud/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [The A-Z of Search: BERT](https://pureinsights.com/blog/2023/the-a-z-of-search-bert/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [How Microsoft Copilot Incorporates Private Enterprise Data](https://pureinsights.com/blog/2023/how-microsoft-copilot-incorporates-private-enterprise-data/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [KMWorld 2023 Keynote: Generative AI and the Impact on Search](https://pureinsights.com/blog/2023/kmworld-2023-keynote-generative-ai-and-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Comparing Vector Search Solutions 2023](https://pureinsights.com/blog/2023/comparing-vector-search-solutions-2023/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Pureinsights Discovery Platform Integrates OpenAI](https://pureinsights.com/blog/2023/pureinsights-discovery-platform-integrates-openai-for-ai-powered-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [OpenSearchCon 2023 Highlights](https://pureinsights.com/blog/2023/opensearchcon-2023-highlights/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [What is Retrieval Augmented Generation (RAG)?](https://pureinsights.com/blog/2023/what-is-retrieval-augmented-generation-rag/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Pureinsights Migrates Aldrich & Bonnefin to New Search Platform](https://pureinsights.com/blog/2023/pureinsights-migrates-aldrich-and-bonnefin-law-firm-to-new-search-platform/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Implementing Knowledge Graphs with MongoDB](https://pureinsights.com/blog/2023/implementing-knowledge-graphs-with-mongodb/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [How Generative AI is Transforming Search - Webinar Replay](https://pureinsights.com/blog/2023/how-generative-ai-is-transforming-search-webinar-replay/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Yext Chat - Overview and First Impressions](https://pureinsights.com/blog/2023/yext-chat-overview-and-first-impressions/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [The A-Z of Search: Algorithms](https://pureinsights.com/blog/2023/the-a-z-of-search-algorithms/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [KMWorld AI 100 2023 List Recognizes Pureinsights](https://pureinsights.com/blog/2023/pureinsights-kmworld-ai100-list-2023/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [OpenSearch 2.8 Highlights](https://pureinsights.com/blog/2023/opensearch-2-8-highlights/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [MongoDB Atlas Vector Search Explained: Video](https://pureinsights.com/blog/2023/video-mongodb-vector-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. ## Case Studies - [Educational Data Services](https://pureinsights.com/case-studies/educational-data-services/): Case study: Ed-Data partnered with Pureinsights to improve search usability, enrich content, setting the stage for AI-powered procurement. - [Motion](https://pureinsights.com/case-studies/motion/): Motion modernized its digital search with Pureinsights Discovery Search Analytics, improving customer satisfaction and data-driven decisions. - [Laws.Africa](https://pureinsights.com/case-studies/laws-africa/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [GOLFTEC](https://pureinsights.com/case-studies/golftec/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Mintel](https://pureinsights.com/case-studies/mintel/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [District 4 Labs](https://pureinsights.com/case-studies/district4labs/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Fuse](https://pureinsights.com/case-studies/fuse/): Pureinsights customer case study: how we helped Fuse Universal add AI-powered search to their industry-leading learning platforms. ## White Papers - [E-Book: The Agentic AI Playbook - 6 Actionable Use Cases](https://pureinsights.com/white-papers/e-book-the-agentic-ai-playbook-6-use-cases-you-can-act-on/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [E-Book: 7 High-Impact AI Use Cases in Manufacturing](https://pureinsights.com/white-papers/7-high-impact-ai-use-cases-in-manufacturing/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [E-Book: A GenAI Shopping Guide for Business Leaders](https://pureinsights.com/white-papers/e-book-a-genai-shopping-guide-for-business-leaders/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [E-Book: Unleashing AI-Powered Search](https://pureinsights.com/white-papers/e-book-unleashing-ai-powered-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Pureinsights Bulletin - AI and Search in the Information Industry](https://pureinsights.com/white-papers/pi-bulletin-ai-and-the-future-of-search-in-the-information-industry/): This Pureinsights Bulletin report details our thoughts on AI and the future of search in the information industry. - [White Paper: Search is More Than Software](https://pureinsights.com/white-papers/search-is-more-than-software/): This White Paper describes three strategies to create successful enterprise search application experiences: Technology, Talent, and Tuning. ## Discovery Features - [Search Engine Integration](https://pureinsights.com/discovery-platform/overview/search-engine-integration-2/): Seamless integration with leading search engines - [LLM Integration](https://pureinsights.com/discovery-platform/overview/query-flow-llm-integration/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Monitoring](https://pureinsights.com/discovery-platform/overview/monitoring/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Event-driven orchestration](https://pureinsights.com/discovery-platform/overview/event-driven-orchestration/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Serverless architecture](https://pureinsights.com/discovery-platform/overview/serverless-architecture/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Generative Answers](https://pureinsights.com/discovery-platform/overview/generative-answers/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Recommendations](https://pureinsights.com/discovery-platform/overview/recommendations/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Hybrid Search](https://pureinsights.com/discovery-platform/overview/hybrid-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Chat Memory](https://pureinsights.com/discovery-platform/overview/chat-memory/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Agents](https://pureinsights.com/discovery-platform/overview/ai-agents/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI Assistants](https://pureinsights.com/discovery-platform/overview/ai-assistants/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Result Sorting](https://pureinsights.com/discovery-platform/overview/result-sorting/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Facet Snapping](https://pureinsights.com/discovery-platform/overview/facet-snapping-2/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [MCP Server Support](https://pureinsights.com/discovery-platform/overview/search-engine-integration/): Enhance agents with custom MCP servers to unlock deeper integrations and more powerful workflows. - [Keyword Extraction](https://pureinsights.com/discovery-platform/overview/keyword-extraction/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Topic Extraction](https://pureinsights.com/discovery-platform/overview/topic-extraction/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [AI-Based Content Tagging](https://pureinsights.com/discovery-platform/overview/ai-based-content-tagging/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Content Summaries](https://pureinsights.com/discovery-platform/overview/content-summaries/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Metadata Enrichment](https://pureinsights.com/discovery-platform/overview/metadata-enrichment/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Data Transformation](https://pureinsights.com/discovery-platform/overview/data-transformation/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Data Extraction](https://pureinsights.com/discovery-platform/overview/data-extraction/): Connect to diverse data sources and consolidate them into a streamlined, unified processing pipeline. - [Vector Search](https://pureinsights.com/discovery-platform/overview/vector-search/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [LLM Integration](https://pureinsights.com/discovery-platform/overview/llm-integration/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Data Upload](https://pureinsights.com/discovery-platform/overview/hydrators/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - [Staging Repository](https://pureinsights.com/discovery-platform/overview/staging-repository/): Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. # # Detailed Content ## Pages - Published: 2025-12-16 - Modified: 2026-01-14 - URL: https://pureinsights.com/pricing/ - Published: 2025-12-16 - Modified: 2025-12-17 - URL: https://pureinsights.com/search-application-consulting/solr-consulting-services-uk/ - Published: 2025-12-15 - Modified: 2026-04-30 - URL: https://pureinsights.com/search-application-consulting/elasticsearch-consulting-services-uk/ - Published: 2025-08-18 - Modified: 2026-04-30 - URL: https://pureinsights.com/search-application-consulting/elasticsearch-consulting/elasticsearch-support-services/ - Published: 2025-07-31 - Modified: 2025-07-31 - URL: https://pureinsights.com/videos/ - Published: 2025-07-21 - Modified: 2025-08-21 - URL: https://pureinsights.com/pureinsights-discovery-sandbox-request/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-29 - Modified: 2025-05-01 - URL: https://pureinsights.com/search-analytics-demo-request/ - Published: 2025-04-25 - Modified: 2026-06-26 - URL: https://pureinsights.com/discovery-search-analytics/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-17 - Modified: 2025-04-17 - URL: https://pureinsights.com/search-application-consulting/chatbot-consulting/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-17 - Modified: 2025-04-17 - URL: https://pureinsights.com/search-application-consulting/ai-agent-consulting/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-17 - Modified: 2025-04-17 - URL: https://pureinsights.com/search-application-consulting/ai-agent-development/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-16 - Modified: 2025-04-16 - URL: https://pureinsights.com/search-application-consulting/ai-chatbot-development/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-16 - Modified: 2025-04-16 - URL: https://pureinsights.com/search-application-consulting/chatbot-development/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-11 - Modified: 2025-04-17 - URL: https://pureinsights.com/ai-agents-intelligent-automation-for-the-enterprise/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-11 - Modified: 2025-04-17 - URL: https://pureinsights.com/ai-chatbots-intelligent-conversations-grounded-in-your-data/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-11 - Modified: 2025-04-11 - URL: https://pureinsights.com/ai-assistants-built-for-the-enterprise/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-09 - Modified: 2025-04-11 - URL: https://pureinsights.com/ai-search-next-generation-search-and-discovery/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-11 - Modified: 2025-03-11 - URL: https://pureinsights.com/search-application-consulting/vespa-ai-consulting-and-implementation-services/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-05-27 - URL: https://pureinsights.com/discovery-platform/ai-search/information-providers/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-05-27 - URL: https://pureinsights.com/discovery-platform/ai-search/ecommerce/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-05-27 - URL: https://pureinsights.com/discovery-platform/ai-search/customer-service/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-05-27 - URL: https://pureinsights.com/discovery-platform/ai-search/website-search/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-05-27 - URL: https://pureinsights.com/discovery-platform/ai-search/search-applications/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-05-27 - URL: https://pureinsights.com/discovery-platform/ai-search/discovery-for-solr/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-05-27 - URL: https://pureinsights.com/discovery-platform/ai-search/discovery-for-opensearch/ - Published: 2025-03-06 - Modified: 2025-08-19 - URL: https://pureinsights.com/discovery-platform/ai-search/discovery-for-elasticsearch/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-05-27 - URL: https://pureinsights.com/discovery-platform/ai-search/discovery-for-mongodb-atlas-search/ - Published: 2025-02-25 - Modified: 2026-06-26 - URL: https://pureinsights.com/discovery-platform/ai-search/ - Published: 2025-02-25 - Modified: 2026-06-26 - URL: https://pureinsights.com/discovery-platform/ai-agents/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-02-25 - Modified: 2025-05-27 - URL: https://pureinsights.com/discovery-platform/ai-assistants/ - Published: 2025-02-13 - Modified: 2026-03-24 - URL: https://pureinsights.com/discovery-platform/ - Published: 2024-12-06 - Modified: 2026-06-04 - URL: https://pureinsights.com/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-11-12 - Modified: 2024-11-12 - URL: https://pureinsights.com/search-application-consulting/mongodb-vector-search-solutions/ - Published: 2024-11-12 - Modified: 2025-08-19 - URL: https://pureinsights.com/search-application-consulting/elasticsearch-vector-search-solutions-for-ai-and-search-applications/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-08-26 - Modified: 2024-08-30 - URL: https://pureinsights.com/generative-ai-assessment/ - Published: 2024-06-14 - Modified: 2025-12-09 - URL: https://pureinsights.com/demo-request/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-03-28 - Modified: 2024-04-03 - URL: https://pureinsights.com/search-application-consulting/algolia-consulting-and-implementation-services-copy/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-03-27 - Modified: 2024-03-27 - URL: https://pureinsights.com/search-application-consulting/ai-experts/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-03-27 - Modified: 2024-03-27 - URL: https://pureinsights.com/search-application-consulting/ai-consultants/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-03-26 - Modified: 2024-03-26 - URL: https://pureinsights.com/search-application-consulting/ai-consulting/ - Published: 2024-01-22 - Modified: 2025-11-03 - URL: https://pureinsights.com/retrieval-augmented-generation-rag/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-01-18 - Modified: 2024-01-18 - URL: https://pureinsights.com/search-application-consulting/vector-search-consulting-services/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-09-19 - Modified: 2024-03-27 - URL: https://pureinsights.com/search-application-consulting/search-and-ai-consulting/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-09-12 - Modified: 2024-03-27 - URL: https://pureinsights.com/search-application-consulting/enterprise-search-consulting/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-09-12 - Modified: 2024-03-27 - URL: https://pureinsights.com/search-application-consulting/enterprise-search-experts/ > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-06-12 - Modified: 2024-12-12 - URL: https://pureinsights.com/search-application-consulting/amazon-opensearch-service-consulting/ > Pureinsights solution for E-commerce search using Open Source leverages our technologies and expertise in Elasticsearch, Solr or OpenSearch. - Published: 2023-04-19 - Modified: 2023-11-17 - URL: https://pureinsights.com/e-commerce-search-using-open-source/ - Published: 2023-03-03 - Modified: 2025-08-10 - URL: https://pureinsights.com/search-application-consulting/mongodb-consulting-and-implementation-services/ - Published: 2022-10-31 - Modified: 2026-04-30 - URL: https://pureinsights.com/partners/ - Published: 2022-04-11 - Modified: 2025-08-18 - URL: https://pureinsights.com/search-application-consulting/solr-consulting/solr-support/ > Pureinsights offers expert evaluation, planning and implementation services for your Elasticsearch to OpenSearch migration projects. - Published: 2022-02-07 - Modified: 2023-06-16 - URL: https://pureinsights.com/search-application-consulting/opensearch-consulting/elasticsearch-to-opensearch-migration-services/ > Expert Coveo consulting and implementation services for a state-of-the-art search experience on your website or search applications. - Published: 2021-10-01 - Modified: 2023-09-12 - URL: https://pureinsights.com/search-application-consulting/coveo-consulting-and-implementation-services/ - Published: 2021-09-13 - Modified: 2025-08-07 - URL: https://pureinsights.com/search-application-consulting/google-cloud-search-consulting/ - Published: 2021-09-13 - Modified: 2025-11-20 - URL: https://pureinsights.com/search-application-consulting/opensearch-consulting/ - Published: 2021-07-06 - Modified: 2025-07-31 - URL: https://pureinsights.com/resources/ > Pureinsights provides full managed services for search applications for enterprise search, website search, and custom search applications. - Published: 2021-06-28 - Modified: 2024-12-12 - URL: https://pureinsights.com/managed-services-for-search-applications/ - Published: 2021-06-16 - Modified: 2025-05-27 - URL: https://pureinsights.com/blog/ - Published: 2021-06-01 - Modified: 2025-08-14 - URL: https://pureinsights.com/search-as-a-service/ > Pureinsights' Privacy Policy describing our handling of personal information and non-personal information for customers and website visitors. - Published: 2021-05-16 - Modified: 2021-12-29 - URL: https://pureinsights.com/privacy-policy/ > Pureinsights website Terms and Conditions outlining the terms of use and rights of the visitors regarding the website content and resources. - Published: 2021-05-16 - Modified: 2023-09-05 - URL: https://pureinsights.com/terms-and-conditions/ - Published: 2021-05-06 - Modified: 2025-12-09 - URL: https://pureinsights.com/contact-us/ > Search Application Assessment: the first step in a comprehensive plan to enhance your search applications and truly delight your users. - Published: 2021-04-30 - Modified: 2024-07-09 - URL: https://pureinsights.com/search-application-consulting/search-application-assessment/ - Published: 2021-03-29 - Modified: 2025-05-27 - URL: https://pureinsights.com/pureinsights-data-engineering-platform-open-source-components/ > Expert consulting and implementation services on Yext for a state-of-the-art search experience on your website or search applications. - Published: 2021-03-18 - Modified: 2024-06-10 - URL: https://pureinsights.com/search-application-consulting/yext-consulting/ > Leverage search relevancy tuning and search engine scoring to continually monitor and improve relevance in your search applications. - Published: 2021-03-18 - Modified: 2023-06-15 - URL: https://pureinsights.com/search-relevancy-tuning-engine-scoring/ - Published: 2021-03-17 - Modified: 2025-12-16 - URL: https://pureinsights.com/search-application-consulting/solr-consulting/ - Published: 2021-03-17 - Modified: 2026-06-26 - URL: https://pureinsights.com/search-application-consulting/elasticsearch-consulting/ - Published: 2020-11-04 - Modified: 2026-04-20 - URL: https://pureinsights.com/careers/ - Published: 2020-09-09 - Modified: 2026-05-29 - URL: https://pureinsights.com/search-application-consulting/ > Document Understanding leverages machine learning and natural language processing to extract knowledge from unstructured content. - Published: 2020-09-09 - Modified: 2021-08-06 - URL: https://pureinsights.com/document-understanding/ - Published: 2020-09-09 - Modified: 2025-08-14 - URL: https://pureinsights.com/question-answering/ - Published: 2020-09-09 - Modified: 2025-11-07 - URL: https://pureinsights.com/about-us/ - Published: -0001-11-30 - Modified: -0001-11-30 - URL: https://pureinsights.com/password-authentication-or-username-incorrect/ ## Posts - Published: 2026-07-17 - Modified: 2026-07-18 - URL: https://pureinsights.com/blog/2026/how-discovery-adds-mcp-to-search-for-content-publishers/ - Categories: Tech Topics, Video Blogs - Tags: Discovery, Pureinsights discovery, Video Video: Product Architect Andres Marenco explains how content publishers can serve subscribers and AI agents from one platform, using Discovery's search and MCP integration. - Published: 2026-07-06 - Modified: 2026-07-06 - URL: https://pureinsights.com/blog/2026/amazon-sagemaker-integration-ai-latency/ - Categories: Tech Topics - Tags: amazon sagemaker, LLM latency, Pureinsights discovery, Sagemaker integration Discovery's Amazon SageMaker integration delivers 10x lower AI latency — with the security and infrastructure control public APIs can't match. - Published: 2026-06-12 - Modified: 2026-06-15 - URL: https://pureinsights.com/blog/2026/our-2026-ai-and-search-predictions-a-mid-year-reality-check/ - Categories: Business Topics, Tech Topics - Tags: Agentic, AI Governance, EU AI Act, MCP, Multimodal search, RAG, search and AI Five of our seven 2026 AI and search predictions have landed. Two are still playing out. Here's the mid-year scorecard. - Published: 2026-06-03 - Modified: 2026-06-03 - URL: https://pureinsights.com/blog/2026/critical-lessons-about-search-and-enterprise-ai-content-processing/ - Categories: Business Topics, Tech Topics - Tags: AI search, chunking, content ingestion, content processing What enterprise search taught us about content quality applies directly to enterprise AI content processing — and the stakes are much higher. - Published: 2026-05-01 - Modified: 2026-05-01 - URL: https://pureinsights.com/blog/2026/elasticsearch-isnt-your-ai-search-problem-you-are/ - Categories: Business Topics, Tech Topics - Tags: AI search, elasticsearch, Hybrid Search, RAG, Search Relevance Why most Elasticsearch AI search projects fail in production — and why the platform is never the real problem. - Published: 2026-04-08 - Modified: 2026-04-08 - URL: https://pureinsights.com/blog/2026/pureinsights-discovery-2-8-introduces-mcp-support-for-agentic-ai-applications/ - Categories: News & Events, Tech Topics PRESS RELEASE - Pureinsights Discovery 2.8 brings MCP support for agentic AI plus new enterprise connectors for SharePoint Online, OracleDB, SMB, and LDAP. - Published: 2026-04-02 - Modified: 2026-04-02 - URL: https://pureinsights.com/blog/2026/do-ai-tools-matter-for-search-yet/ - Categories: Tech Topics - Tags: AI search, AI Tools, ChatGPT, Claude AI, Google Analytics, Google Gemini, Perplexity Do AI tools matter for search yet? We analyzed our own data — and the answer is more nuanced than the hype suggests. - Published: 2026-03-16 - Modified: 2026-07-30 - URL: https://pureinsights.com/blog/2026/highlights-from-elasticon-london-2026/ - Categories: News & Events, Tech Topics - Tags: elasticon, elasticsearch, Jina AI, vector search Three highlights from Elastic{ON} London 2026 — vector search costs, the Jina AI acquisition, and building AI agents on enterprise data. - Published: 2026-03-09 - Modified: 2026-03-16 - URL: https://pureinsights.com/blog/2026/from-vector-hype-to-hybrid-reality-is-elasticsearch-still-the-right-bet/ - Categories: Tech Topics - Tags: elasticsearch, Hybrid Search Vector databases consolidated. Hybrid search won. Here's where Elasticsearch hybrid search stands out in 2025 — and where it falls short. - Published: 2026-02-09 - Modified: 2026-02-09 - URL: https://pureinsights.com/blog/2026/from-clicks-to-conversations-how-ai-is-changing-search/ - Categories: Tech Topics A customer shares and article that sheds light on how AI is changing search behavior — and what conversational AI and generative answers mean for the future of search. - Published: 2026-02-05 - Modified: 2026-02-05 - URL: https://pureinsights.com/blog/2026/modernizing-search-for-information-services-providers/ - Categories: Business Topics, Tech Topics Pureinsights' CEO Kamran Khan on evolving information services providers' legacy systems to AI-powered discovery without starting over. - Published: 2026-01-15 - Modified: 2026-07-17 - URL: https://pureinsights.com/blog/2026/why-we-built-pureinsights-discovery/ - Categories: Tech Topics, Video Blogs - Tags: Discovery, Pureinsights discovery, Video Video: Product Architect Andres Marenco explains the main overlying customer use cases that drove Pureinsights to build the Discovery Platform - Published: 2026-01-07 - Modified: 2026-07-27 - URL: https://pureinsights.com/blog/2026/7-tech-trends-in-ai-and-search-for-2026/ - Categories: Tech Topics Pureinsights' CTO, Phil Lewis, presents his amazingly predictive annual blog on key trends in Search and AI to watch in 2026. - Published: 2025-12-08 - Modified: 2025-12-08 - URL: https://pureinsights.com/blog/2025/search-solutions-2025-highlights/ - Categories: Tech Topics Search Solutions 2025 highlights, with expert insights from BCS and leaders in enterprise search and AI innovation. - Published: 2025-12-05 - Modified: 2025-12-05 - URL: https://pureinsights.com/blog/2025/kmworld-2025-how-ai-is-rewriting-the-enterprise-knowledge-stack/ - Categories: Business Topics, News & Events, Tech Topics, Video Blogs Video Blog - Top insights from KMWorld 2025 on how AI is reshaping knowledge management, enterprise search, and the rise of hybrid search. - Published: 2025-12-03 - Modified: 2025-12-04 - URL: https://pureinsights.com/blog/2025/2025-open-source-search-review/ - Categories: Tech Topics The 2025 Open-Source Search Review explores how Solr, Elasticsearch, and OpenSearch evolved with vector and LLM search advancements. - Published: 2025-11-11 - Modified: 2025-11-11 - URL: https://pureinsights.com/blog/2025/pureinsights-wins-mongodb-most-innovative-project-of-the-year-2025-award-in-france/ - Categories: News & Events PRESS RELEASE - Pureinsights Wins MongoDB ‘Most Innovative Project of the Year – 2025’ Award in France for breakthrough project in automotive industry. - Published: 2025-11-05 - Modified: 2025-11-05 - URL: https://pureinsights.com/blog/2025/fine-tuning-llms-is-it-worth-it/ - Categories: Tech Topics, Video Blogs Video: Pragmatic advice from Pureinsights Principal Architect Matt Willsmore on when and how to fine-tune LLMs for your GenAI application. - Published: 2025-10-27 - Modified: 2025-10-27 - URL: https://pureinsights.com/blog/2025/agentic-ai-explained-how-autonomous-ai-systems-work-video/ - Categories: Tech Topics, Video Blogs Video: Pureinsights CTO Phil Lewis explains Agentic AI — how autonomous AI agents plan, collaborate, and deliver real enterprise results. - Published: 2025-10-13 - Modified: 2025-10-13 - URL: https://pureinsights.com/blog/2025/mongodb-brings-vector-search-to-its-free-edition/ - Categories: Tech Topics - Tags: mongodb, Open-source, vector database, vector search MongoDB adds vector search to its free edition, making AI-powered and semantic search easier for developers and enterprises alike. - Published: 2025-10-10 - Modified: 2025-10-10 - URL: https://pureinsights.com/blog/2025/smarter-search-with-mongodb-atlas-pureinsights-and-voyage-ai/ - Categories: Tech Topics Co-authored blog on how MongoDB Atlas, Pureinsights, and Voyage AI deliver smarter AI search through hybrid vector search and RAG applications. - Published: 2025-10-07 - Modified: 2025-10-07 - URL: https://pureinsights.com/blog/2025/ready-to-scale-your-ai-enhanced-search-solution-for-the-enterprise-discovery-is-here-to-help/ - Categories: Engineering, Tech Topics - Tags: AI Agents, AI search, Pureinsights discovery, search platform Pureinsights Product Architect Andrés Marenco introduces Discovery—an enterprise platform for scalable, AI-enhanced search solutions. - Published: 2025-09-19 - Modified: 2025-09-19 - URL: https://pureinsights.com/blog/2025/why-genai-projects-fail-and-how-to-beat-the-odds/ - Categories: Tech Topics, Video Blogs - Tags: advice, GenAI, guide, matt willsmore, MIT, video blog MIT’s Nanda Report shows 95% of GenAI projects fail. Learn the four themes behind failure—and how Pureinsights helps businesses beat the odds. - Published: 2025-09-18 - Modified: 2025-09-18 - URL: https://pureinsights.com/blog/2025/pureinsights-named-mongodbs-2024-global-ai-si-partner-of-the-year/ - Categories: News & Events - Tags: 2025, Award, mongdob, SI partner PRESS RELEASE - Pureinsights Named MongoDB Service AI Partner of the Year 2024 - Published: 2025-08-12 - Modified: 2026-07-30 - URL: https://pureinsights.com/blog/2025/top-7-elasticsearch-pitfalls-and-how-to-avoid-them/ - Categories: Tech Topics - Tags: advice, elasticsearch, elasticsearch consulting, tips Discover the top 7 Elasticsearch pitfalls and how to avoid them. Pureinsights shares proven tips to keep your search fast, relevant, and reliable. - Published: 2025-08-06 - Modified: 2025-08-06 - URL: https://pureinsights.com/blog/2025/first-take-on-gpt-oss-from-openai/ - Categories: Tech Topics - Tags: gpt-oss, Large Language Models, LLM, LLMs, open-ai, Open-source, open-weight OpenAI’s GPT‑OSS models are here. See how GPT‑OSS‑120B and 20B compare to other LLMs, and why they matter for enterprise GenAI deployments. > Measuring and improving Ecommerce site search is a challenge. Search Relevancy Scoring Dashboards and a continuous improvement process helps. - Published: 2025-07-29 - Modified: 2025-07-29 - URL: https://pureinsights.com/blog/2025/measuring-and-improving-ecommerce-site-search/ - Categories: Business Topics, Tech Topics Measuring and improving Ecommerce site search is a challenge best addressed with Search Relevancy Scoring Dashboards and a continuous improvement process. > Pureinsights CEO Kamran Khan joins Vespa Voice to explore GenAI use cases—from “Shazam for cars” to agentic AI and RAG in the enterprise. - Published: 2025-07-21 - Modified: 2025-07-21 - URL: https://pureinsights.com/blog/2025/beyond-chat-how-search-powers-the-real-genai-revolution/ - Categories: Tech Topics Pureinsights CEO Kamran Khan joins Vespa Voice to explore GenAI use cases—from “Shazam for cars” to agentic AI and RAG in the enterprise. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-07-01 - Modified: 2025-07-01 - URL: https://pureinsights.com/blog/2025/search-engine-rankings-2025/ - Categories: Tech Topics - Tags: AI search, Hybrid Search, search engine rankings, search engine rankings 2025, technology rankings Search Engine Rankings 2025 highlight AI-powered and hybrid search. See how MongoDB, Vespa, Algolia and Elastic are reshaping the landscape. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-06-24 - Modified: 2025-06-24 - URL: https://pureinsights.com/blog/2025/llm-prompt-injection-is-your-llm-safe/ - Categories: Engineering, Tech Topics Learn how to mitigate LLM prompt injection attacks with proven strategies to secure AI applications and reduce risk from malicious prompts. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-06-10 - Modified: 2025-06-10 - URL: https://pureinsights.com/blog/2025/pureinsights-discovery-2-2-introduces-vespa-ai-integration/ - Categories: News & Events PRESS RELEASE - Pureinsights Discovery 2.2 adds Vespa.ai integration for hybrid search at scale, plus new tools for diagnostics and secure enterprise deployments. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-06-09 - Modified: 2025-06-10 - URL: https://pureinsights.com/blog/2025/discovery-2-2-vespa-ai-unlocking-hybrid-search-at-scale/ - Categories: Engineering, Tech Topics - Tags: Hybrid Search, Pureinsights discovery, vespa.ai Pureinsights Discovery 2.2 integrates with Vespa.ai to deliver scalable, hybrid search with vector and keyword capabilities. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-05-29 - Modified: 2025-05-29 - URL: https://pureinsights.com/blog/2025/understanding-ai-agents-and-agentic-ai-without-the-hype/ - Categories: Business Topics, Tech Topics What is Agentic AI — and how are AI agents transforming business workflows? Explore real-world Agentic AI use cases across ecommerce, financial services, and market research. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-05-21 - Modified: 2025-05-22 - URL: https://pureinsights.com/blog/2025/agentic-rag-vs-traditional-rag/ - Categories: Engineering, Tech Topics Agentic RAG uses MCP to make AI systems smarter, more adaptive, and tool-aware—going beyond traditional retrieval-based approaches. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-05-20 - Modified: 2025-05-20 - URL: https://pureinsights.com/blog/2025/graphrag-when-your-rag-needs-a-memory-palace/ - Categories: Engineering, Tech Topics GraphRAG upgrades RAG with a knowledge graph for better multi-hop reasoning, context, and accuracy—turning data into a true memory palace. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-05-06 - Modified: 2025-05-06 - URL: https://pureinsights.com/blog/2025/smarter-search-with-discovery-2-1-inside-our-voyage-ai-integration/ - Categories: Engineering, Tech Topics Learn how the new Voyage AI integration in Discovery 2.1 enables smarter search with embeddings, reranking, and multimodal capabilities. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-05-01 - Modified: 2025-05-01 - URL: https://pureinsights.com/blog/2025/pureinsights-launches-discovery-2-1-with-voyage-ai-integration/ - Categories: News & Events, Tech Topics PRESS RELEASE - Pureinsights Launches Discovery 2.1 with Voyage AI Integration > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-29 - Modified: 2025-04-30 - URL: https://pureinsights.com/blog/2025/challenges-of-building-rag-systems-in-house/ - Categories: Business Topics, Tech Topics Explore top challenges of building RAG systems in-house—data issues, model tuning, infra costs—and when it makes sense to seek expert help. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-17 - Modified: 2025-04-14 - URL: https://pureinsights.com/blog/2025/guest-blog-search-platform-vs-vector-database-for-ai-search/ - Categories: Tech Topics - Tags: AI search, guest blog, vector database, vector search, vespa.ai Why search platforms with vector capabilities are better than standalone vector databases for certain AI use cases (Vespa.ai guest blog) > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-08 - Modified: 2025-04-08 - URL: https://pureinsights.com/blog/2025/video-best-ai-assistants-for-ranking/ - Categories: Tech Topics, Video Blogs - Tags: AI, AI assistants, AI for writing, GenAI A video blog version of "Can AI Assistants write like humans?" summarizing a Washington Post study on popular e-mail writing assistants. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-08 - Modified: 2025-04-08 - URL: https://pureinsights.com/blog/2025/can-ai-assistants-write-like-humans/ - Categories: Business Topics, Tech Topics Can AI Assistants write like humans? A new study tests the most popular tools in an e-mail writing comparison. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-02 - Modified: 2025-03-31 - URL: https://pureinsights.com/blog/2025/how-ai-powers-search-assistants-and-agents/ - Categories: Business Topics, Tech Topics - Tags: AI Agents, AI assistants, AI search, Business guide, guide to ai, LLMs A no-jargon review of AI Search, AI Assistants, and AI Agents - what these tools do, how they work, and why they can impact your business. - Published: 2025-03-30 - Modified: 2025-08-19 - URL: https://pureinsights.com/blog/2025/elasticsearch-vs-opensearch-in-2025-what-the-fork/ - Categories: Tech Topics - Tags: 2025, elasticsearch, opensearch This blog is a 2025 update to our Elasticsearch vs. OpenSearch blogs first published in 2022. A lot has changed in the search landscape, so we thought this was worth revisiting. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-18 - Modified: 2025-04-30 - URL: https://pureinsights.com/blog/2025/pureinsights-unveils-discovery-2-0/ - Categories: News & Events, Tech Topics PRESS RELEASE: Pureinsights Unveils Discovery 2.0: A Versatile AI Application Platform That Delivers Results, Faster > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-10 - Modified: 2025-03-10 - URL: https://pureinsights.com/blog/2025/pureinsights-discovery-as-a-llamaindex-alternative/ - Categories: Engineering, Tech Topics - Tags: ai applications, Large Language Models, llamaindex, LLM, LLMs, Pureinsights discovery This blog discusses tools to build and deploy LLM-powered AI applications and presents Pureinsights Discovery as an alternative to LlamaIndex. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-03-10 - URL: https://pureinsights.com/blog/2025/emarketer-launches-ai-search-pureinsights-customer-story/ - Categories: Business Topics, News & Events, Tech Topics EMARKETER launches AI Search, powered by their proprietary research and Pureinsights Discovery > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-02-17 - Modified: 2025-02-18 - URL: https://pureinsights.com/blog/2025/unlocking-the-power-of-search-with-google-cloud-platform/ - Categories: Engineering, Tech Topics - Tags: google cloud platform, Google cloud search, vertex ai This blog explores Google Cloud Platform (GCP) search offerings - including Google Cloud Search and Vertex AI - highlighting their robust features, benefits, and potential applications. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-02-03 - Modified: 2025-02-04 - URL: https://pureinsights.com/blog/2025/deepseek-overview-why-its-a-big-deal/ - Categories: News & Events, Tech Topics - Tags: AI models, Analysis, China, Comparison, deepseek, Large Language Models, LLM Overview of why DeepSeek matters: how it differs from big proprietary models, its technical underpinnings, and why it got the markets' attention. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-01-29 - Modified: 2025-01-29 - URL: https://pureinsights.com/blog/2025/ai-innovation-in-a-day-pureinsights-2024-hackathon-winner/ - Categories: Engineering, Tech Topics Watch a demo of the Pureinsights 2024 Hackathon winner: Configuration Assistant, an AI-powered developer assistant built in a day using Pureinsights Discovery. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-01-06 - Modified: 2025-01-03 - URL: https://pureinsights.com/blog/2025/7-tech-trends-in-ai-and-search-for-2025/ - Categories: Tech Topics Pureinsights' CTO, Phil Lewis, presents his annual blog on key trends in Search and AI to watch in the coming year. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-01-03 - Modified: 2025-01-03 - URL: https://pureinsights.com/blog/2025/ai-powered-hybrid-search-with-pureinsights-discovery/ - Categories: News & Events, Tech Topics Pureinsights launches AI-powered hybrid search on our website, built with the Pureinsights Discovery platform. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-11-26 - Modified: 2024-11-26 - URL: https://pureinsights.com/blog/2024/analyzing-dynamic-tabular-data-in-rag-applications/ - Categories: Tech Topics Analysis of how well LLMs are able to interpret tabular data in different formats and formulate answers to questions in RAG applications. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-11-25 - Modified: 2024-12-03 - URL: https://pureinsights.com/blog/2024/kmworld-2024-key-takeaways-from-the-exhibit-hall/ - Categories: Business Topics, News & Events Key insights from KMWorld 2024: AI's impact on knowledge management, standout vendors, RAG trends, and challenges for traditional players adapting to AI. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-11-15 - Modified: 2024-11-18 - URL: https://pureinsights.com/blog/2024/the-rapid-adoption-of-generative-ai-2024-survey-insights/ - Categories: News & Events, Tech Topics Recent survey claims Generative AI adoption is faster than PCs or the Internet. We take a closer look. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-10-31 - Modified: 2024-10-31 - URL: https://pureinsights.com/blog/2024/searchgpt-launch-first-impressions/ - Categories: News & Events, Tech Topics Blog summarizing first impressions on the launch of SearchGPT, a prototype from OpenAI seeking to compete with Google in online search. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-10-22 - Modified: 2025-04-30 - URL: https://pureinsights.com/blog/2024/comparing-vector-search-solutions-2024/ - Categories: Tech Topics Detailed comparison and review of notable 2024 Vector Search solutions by Pureinsights' Architect, Matt Willsmore. An update from the 2023 blog on the same subject. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-09-30 - Modified: 2024-09-30 - URL: https://pureinsights.com/blog/2024/implementing-e-commerce-search-at-golftec-webinar/ - Categories: Tech Topics, Video Blogs Webinar - Implementing E-Commerce Search at GOLFTEC. Featuring speakers from Pureinsights, GOLFTEC, and Yext. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-09-24 - Modified: 2024-09-30 - URL: https://pureinsights.com/blog/2024/opensearch-governance-now-under-linux-foundation-umbrella/ - Categories: News & Events, Tech Topics OpenSearch Project becomes a foundational member of the OpenSearch Software Foundation (OSSF), a community-driven initiative under the Linux Foundation. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-09-19 - Modified: 2024-09-19 - URL: https://pureinsights.com/blog/2024/pureinsights-discovery-platform-named-kmworld-trend-setting-product-in-2024/ - Categories: News & Events PRESS RELEASE - Pureinsights today announced that its flagship product, Pureinsights Discovery platform, has once again been recognized as one of KMWorld's Trend-Setting Products for 2024. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-09-11 - Modified: 2024-09-11 - URL: https://pureinsights.com/blog/2024/pureinsights-expands-management-team/ - Categories: News & Events Pureinsights expanded its management team, adding key leadership positions in its Costa Rica Development Center. - Published: 2024-09-10 - Modified: 2026-07-30 - URL: https://pureinsights.com/blog/2024/elastics-journey-from-apache-2-0-to-agpl-3/ - Categories: News & Events, Tech Topics Elastic now offers AGPL 3 as a license option for Elasticsearch and Kibana. This blog explores the impact on users and the journey from its Apache 2.0 roots. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-09-04 - Modified: 2024-09-04 - URL: https://pureinsights.com/blog/2024/leveraging-llms-to-enhance-text-summarization/ - Categories: Tech Topics - Tags: LLMs, text summarization LLMs are incredibly use for text summarization in use cases like the legal profession. But how do you evaluate the right one to use? > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-08-26 - Modified: 2024-08-27 - URL: https://pureinsights.com/blog/2024/how-to-optimize-your-rag-system/ - Categories: Tech Topics - Tags: Large Language Models, LLM, RAG, retrieval augmented generat Pureinsights Architect, Matt Willsmore shares insights on how to optimize the performance Retrieval Augmented Generation (RAG) applications. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-08-19 - Modified: 2024-08-19 - URL: https://pureinsights.com/blog/2024/demo-powering-genai-website-search-with-pureinsights-discovery/ - Categories: Tech Topics, Video Blogs Demo: Pureinsights CTO, Phil Lewis demonstrates GenAI Search with Pureinsights Discovery platform on website content. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-07-24 - Modified: 2024-07-25 - URL: https://pureinsights.com/blog/2024/modernizing-search-with-generative-ai/ - Categories: Tech Topics - Tags: GenAI, LLM, RAG, Retrieval Augmented Generation, Search This blog explores why you should implement Retrieval Augmented Generation (RAG) and how platforms like Pureinsights Discovery streamline the process and leverages it to best advantage. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-07-22 - Modified: 2024-07-22 - URL: https://pureinsights.com/blog/2024/revolutionizing-search-performance-meet-mapt/ - Categories: Tech Topics Discover MAPT, the automated performance testing tool from Pureinsights and MongoDB that lets you benchmark and optimize search performance. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-07-15 - Modified: 2024-07-15 - URL: https://pureinsights.com/blog/2024/kmworld-ai-100-2024-list-recognizes-pureinsights/ - Categories: News & Events PRESS RELEASE: Pureinsights is named to KMWorld's 2024 AI 100 list of leaders in AI-driven Knowledge Management. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-06-27 - Modified: 2024-06-26 - URL: https://pureinsights.com/blog/2024/golftec-selects-pureinsights-and-yext-for-website-search/ - Categories: News & Events PRESS RELEASE - GOLFTEC swings into action with enhanced website search powered by Yext and Pureinsights > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-06-18 - Modified: 2024-06-19 - URL: https://pureinsights.com/blog/2024/apple-intelligence-debuts-at-wwdc24/ - Categories: News & Events, Tech Topics Debut of Apple Intelligence and OpenAI partnership at Apple's Worldwide Developers Conference WWDC24 > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-06-17 - Modified: 2024-06-19 - URL: https://pureinsights.com/blog/2024/1-bit-llms-the-future-of-efficient-ai/ - Categories: Tech Topics Promising early research on 1-bit LLMs show they can be effective and also efficient. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-05-15 - Modified: 2024-05-15 - URL: https://pureinsights.com/blog/2024/google-unveils-ai-enhanced-search-features-at-2024-io-conference/ - Categories: News & Events, Tech Topics Key takeaways from Google's I/O 2024 Developer Conference, including AI-generated summaries and other features for search. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-05-14 - Modified: 2024-05-15 - URL: https://pureinsights.com/blog/2024/gpt-4o-highlights/ - Categories: News & Events, Tech Topics - Tags: GenAI, GTP-4o, OpenAI, release highlights Highlights of OpenAI's release of GPT-4o - with "o" standing for "omni" as the new model improves performance and accessibility with multimodal support. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-05-09 - Modified: 2024-06-26 - URL: https://pureinsights.com/blog/2024/pureinsights-named-mongodbs-2024-ai-partner-of-the-year/ - Categories: News & Events PRESS RELEASE - Pureinsights Named MongoDB Service AI Partner of the Year 2024 > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-05-07 - Modified: 2024-05-07 - URL: https://pureinsights.com/blog/2024/mongodb-local-nyc-highlights-2024/ - Categories: News & Events We recap keynote highlights from MongoDB.local New York 2024 - using generative AI! > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-04-11 - Modified: 2024-05-22 - URL: https://pureinsights.com/blog/2024/a-genai-shopping-guide-for-business-leaders/ - Categories: Business Topics, Tech Topics - Tags: Business guide, GenAI, GenAI Guide, GenAI Guide for Business, GenAI Shopping Guide, Generative AI, Shopping guide A 10-Step GenAI shopping guide for IT Executives and Business Leaders looking to integrate AI into their business applications. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-03-26 - Modified: 2024-04-11 - URL: https://pureinsights.com/blog/2024/llm-inference-speed-revolutionized-by-new-architecture/ - Categories: Tech Topics - Tags: Large Language Model, LLM New chip architectures are revolutionizing LLM inference speeds, leading to increasingly impressive AI applications. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-03-13 - Modified: 2024-03-13 - URL: https://pureinsights.com/blog/2024/can-bing-ai-search-take-down-google/ - Categories: Tech Topics Video Blog: the current state of Bing AI search in 2024, who it compares to Google, and what it means for your search application. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-02-19 - Modified: 2024-02-19 - URL: https://pureinsights.com/blog/2024/apache-solr-security-vulnerabilities-found-in-older-versions/ - Categories: News & Events, Tech Topics How to address security vulnerabilities recently found in older versions of Apache Solr (6.0.0 to 8.11.2 and 9.0.0 to 9.4.1) > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-02-08 - Modified: 2024-03-13 - URL: https://pureinsights.com/blog/2024/google-sge-resetting-the-bar-for-search/ - Categories: Tech Topics Video Blog: first impressions on Google SGE (Search Generative Experience) and what it might mean for search on your website or application. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-01-23 - Modified: 2024-01-30 - URL: https://pureinsights.com/blog/2024/mintel-and-pureinsights-transform-client-experience-with-generative-ai/ - Categories: News & Events PRESS RELEASE - Mintel and Pureinsights Partner to Transform Client Experience with Generative AI > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-01-17 - Modified: 2024-01-30 - URL: https://pureinsights.com/blog/2024/five-common-challenges-when-implementing-rag-retrieval-augmented-generation/ - Categories: Tech Topics In this post, we explore five common challenges and some possible solutions when implementing RAG (Retrieval Augmented Generation) in search applications. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-01-10 - Modified: 2024-01-10 - URL: https://pureinsights.com/blog/2024/7-tech-trends-in-ai-and-search-for-2024/ - Categories: News & Events, Tech Topics Pureinsights CTO Phil Lewis shares his pragmatic predictions on tech trends to watch in AI and Search for 2024. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-01-10 - Modified: 2024-03-18 - URL: https://pureinsights.com/blog/2024/instantly-ai-fuels-prospecting-precision-with-ai-powered-search/ - Categories: News & Events PRESS RELEASE: Pureinsights helps Instantly.ai improve prospecting precision on their platform with MongoDB Atlas Search > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-12-12 - Modified: 2023-12-12 - URL: https://pureinsights.com/blog/2023/pureinsights-illuminates-dark-data-search-for-district-4-labs/ - Categories: News & Events PRESS RELEASE: Pureinsights improves performance for DARKSIDE, one of the world's largest repositories of compromised data and the flagship offering from District 4 Labs. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-12-06 - Modified: 2023-12-06 - URL: https://pureinsights.com/blog/2023/best-practices-optimizing-performance-for-extremely-large-search-indices/ - Categories: Tech Topics - Tags: elasticsearch, opensearch, performance tuning Pureinsights Pablo Arce presents at OpenSearchCon 2023 on "Best Practices for Managing Extremely Large, Live Search Indices" > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-12-04 - Modified: 2023-12-04 - URL: https://pureinsights.com/blog/2023/vertex-ai-review-unified-ai-platform-on-google-cloud/ - Categories: Tech Topics First impressions and review of Vertex AI on Google Cloud - Google's unified AI platform for developers. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-11-28 - Modified: 2023-11-28 - URL: https://pureinsights.com/blog/2023/the-a-z-of-search-bert/ - Categories: Tech Topics Pureinsights' blog series on the A-Z of Search continues with B - BERT, discussing the emergence and role of Google's language model in revolutionizing AI and search. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-11-21 - Modified: 2023-11-21 - URL: https://pureinsights.com/blog/2023/how-microsoft-copilot-incorporates-private-enterprise-data/ - Categories: Tech Topics, Video Blogs How Microsoft Copilot embraced Retrieval Augmented Generation (RAG) to secure enterprise data in Microsoft 365 > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-11-21 - Modified: 2023-11-21 - URL: https://pureinsights.com/blog/2023/kmworld-2023-keynote-generative-ai-and-search/ - Categories: News & Events, Tech Topics, Video Blogs Keynote at KMWorld 2023 on "Generative AI and the Impact on Search", presented by Pureinsights CEO, Kamran Khan. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-10-24 - Modified: 2025-04-30 - URL: https://pureinsights.com/blog/2023/comparing-vector-search-solutions-2023/ - Categories: Tech Topics Detailed comparison and review of notable 2023 Vector Search solutions by Pureinsights' Architect, Matt Willsmore. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-10-19 - Modified: 2024-03-18 - URL: https://pureinsights.com/blog/2023/pureinsights-discovery-platform-integrates-openai-for-ai-powered-search/ - Categories: News & Events PRESS RELEASE: Pureinsights Technology Corporation (“Pureinsights™”) today announced the integration of OpenAI in Version 1.11 of the Pureinsights Discovery Platform™ (PDP). > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-10-16 - Modified: 2023-11-29 - URL: https://pureinsights.com/blog/2023/opensearchcon-2023-highlights/ - Categories: Tech Topics Highlights from OpenSearchCon 2023, the second annual conference for the OpenSearch search and analytics platform branched from Elasticsearch and Kibana in 2021. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-10-03 - Modified: 2023-10-04 - URL: https://pureinsights.com/blog/2023/what-is-retrieval-augmented-generation-rag/ - Categories: Tech Topics Explaining Retrieval Augmented Generation (RAG), a way to leverage Large Language Models (LLMs) to securely search your content. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-09-07 - Modified: 2023-10-19 - URL: https://pureinsights.com/blog/2023/pureinsights-migrates-aldrich-and-bonnefin-law-firm-to-new-search-platform/ - Categories: News & Events PRESS RELEASE: Pureinsights Successfully Migrates Aldrich & Bonnefin Law Firm Websites to New Search Platform > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-08-22 - Modified: 2023-08-22 - URL: https://pureinsights.com/blog/2023/implementing-knowledge-graphs-with-mongodb/ - Categories: Tech Topics This blog explains how you can implement Knowledge Graph search capabilities with MongoDB and includes basic examples and explanations. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-08-09 - Modified: 2024-03-18 - URL: https://pureinsights.com/blog/2023/how-generative-ai-is-transforming-search-webinar-replay/ - Categories: Business Topics, Tech Topics, Video Blogs Webinar replay of Pureinsights CTO Phil Lewis explaining and giving a demo on how Generative AI is transforming search applications. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-07-26 - Modified: 2023-07-26 - URL: https://pureinsights.com/blog/2023/yext-chat-overview-and-first-impressions/ - Categories: Tech Topics Our first impressions of Yext Chat, a new offering from Yext, a pioneer in question answering on their digital experience platform. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-07-17 - Modified: 2023-07-17 - URL: https://pureinsights.com/blog/2023/the-a-z-of-search-algorithms/ - Categories: Tech Topics Pureinsights' blog series on the A-Z of Search. Continuing with A - Algorithms, including traditional keyword search and new vector search > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-07-13 - Modified: 2023-10-19 - URL: https://pureinsights.com/blog/2023/pureinsights-kmworld-ai100-list-2023/ - Categories: News & Events PRESS RELEASE: Pureinsights is named to KMWorld's 2023 AI 100 list of leaders in AI-driven Knowledge Management. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-07-05 - Modified: 2023-07-13 - URL: https://pureinsights.com/blog/2023/opensearch-2-8-highlights/ - Categories: Engineering, Tech Topics Highlights and commentary on the release of OpenSearch 2.8. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-06-28 - Modified: 2024-11-12 - URL: https://pureinsights.com/blog/2023/video-mongodb-vector-search/ - Categories: Tech Topics, Video Blogs Ben Flast from MongoDB explains how MongoDB Atlas Vector Search opens up a whole new class of AI-driven applications. ## Case Studies - Published: 2025-09-16 - Modified: 2026-07-30 - URL: https://pureinsights.com/case-studies/educational-data-services/ Case study: Ed-Data partnered with Pureinsights to improve search usability, enrich content, setting the stage for AI-powered procurement. - Published: 2025-09-15 - Modified: 2025-09-16 - URL: https://pureinsights.com/case-studies/motion/ Motion modernized its digital search with Pureinsights Discovery Search Analytics, improving customer satisfaction and data-driven decisions. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-12-03 - Modified: 2024-12-04 - URL: https://pureinsights.com/case-studies/laws-africa/ Better Search, Better Justice: How Pureinsights Empowered Laws.Africa > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-06-13 - Modified: 2024-09-30 - URL: https://pureinsights.com/case-studies/golftec/ Teeing Up a Better Search Experience > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2024-01-19 - Modified: 2024-06-12 - URL: https://pureinsights.com/case-studies/mintel/ Transforming Mintel Market Intelligence with Generative AI > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2023-12-13 - Modified: 2023-12-13 - URL: https://pureinsights.com/case-studies/district4labs/ Illuminating Dark Data Search Performance for District 4 Labs > Pureinsights customer case study: how we helped Fuse Universal add AI-powered search to their industry-leading learning platforms. - Published: 2021-07-06 - Modified: 2025-03-17 - URL: https://pureinsights.com/case-studies/fuse/ Fuse leverages intelligent search to enhance next generation learning platform. ## White Papers ## Discovery Features - Published: 2026-03-25 - Modified: 2026-03-26 - URL: https://pureinsights.com/discovery-platform/overview/search-engine-integration-2/ Seamless integration with leading search engines > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-04-25 - Modified: 2025-04-25 - URL: https://pureinsights.com/discovery-platform/overview/query-flow-llm-integration/ Integrate LLM features like query embeddings and chat completions. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/monitoring/ Track and analyze performance, bottlenecks, and data integrity in real-time. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/event-driven-orchestration/ Automates processes by triggering actions based on specific events or conditions. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/serverless-architecture/ Allows Discovery to run without managing servers, scaling automatically as needed. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/generative-answers/ Use AI to create original, relevant, and human-like responses to queries. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/recommendations/ Suggest relevant items based on user behaviour and preferences. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/hybrid-search/ Combine keyword matching and vector similarity for more accurate, comprehensive results. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/chat-memory/ Enable chatbots and assistants to access external data for effective user assistance. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/ai-agents/ Autonomously perform background tasks and make decisions using AI. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/ai-assistants/ Help users perform tasks using artificial intelligence. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/result-sorting/ Customize search results to user needs with advanced query handling options. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/facet-snapping-2/ Automatically adjust filters to show only relevant options based on search results. - Published: 2025-03-07 - Modified: 2026-03-26 - URL: https://pureinsights.com/discovery-platform/overview/search-engine-integration/ Enhance agents with custom MCP servers to unlock deeper integrations and more powerful workflows. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/keyword-extraction/ Automatically pull out essential words or phrases from content to enhance search indexing and retrieval. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/topic-extraction/ Identify key themes or subjects within content, helping refine search results and improve content organization. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/ai-based-content-tagging/ Automatically assign relevant labels to content, improving search accuracy and discoverability. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/content-summaries/ Use generative AI to create concise overviews of information, improving search results and user comprehension. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/metadata-enrichment/ Enhance search by adding valuable context to content. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-07 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/data-transformation/ Scalable, configurable content processors for data preparation. - Published: 2025-03-07 - Modified: 2026-03-24 - URL: https://pureinsights.com/discovery-platform/overview/data-extraction/ Connect to diverse data sources and consolidate them into a streamlined, unified processing pipeline. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/vector-search/ Find content based on meaning and similarity rather than exact keyword matches. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-04-25 - URL: https://pureinsights.com/discovery-platform/overview/llm-integration/ Integrate LLM capabilities like text embeddings and chat completions into data processing pipelines. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/hydrators/ Ingestion hydrators deliver enhanced records to your chosen data store or staging repository. > Request a demo on Pureinsights Discovery Search Analytics. See insights you won't get anywhere else in a worry-free SaaS application. - Published: 2025-03-06 - Modified: 2025-04-24 - URL: https://pureinsights.com/discovery-platform/overview/staging-repository/ Enable faster content reprocessing.