RAG Knowledge Base

Technical guides and research updates on Retrieval-Augmented Generation systems. Learn how to build, optimize, and scale production RAG applications.

Guides

Step-by-step guides covering embeddings, vector databases, chunking strategies, and RAG architectures.

Open Source LLMs for RAG 2026: Llama 4, Mistral, Qwen3 — The Perfect Choice Guide

Complete guide to open-source LLMs for RAG in 2026: Llama 4, Mistral Large 2, Qwen3, Gemma 3, Phi-4, DeepSeek-V3. Comparison, benchmarks, costs, self-hosting.

Microsoft Copilot Studio vs Custom RAG: 5 Reasons Not to Go All-In on Microsoft

Complete comparison of Copilot Studio vs independent RAG solution. Vendor lock-in, per-message pricing, limited multi-channel, data sovereignty. 5 reasons to diversify.

News

Research papers, new tools, and industry developments in the RAG ecosystem.

20 European AI Startups to Watch in 2026 (France is Leading the Race)

The 20 most promising European AI startups in 2026: Mistral AI, Hugging Face, Aleph Alpha and more. Funding, valuations, key products. France in the lead.

Enterprise AI Agents 2026: First Real-World Results (And What Nobody Expected)

State of AI agents in enterprise 2026: what works, what fails, success rates by use case. Real-world deployment lessons from hundreds of implementations.

RAG Market 2026-2030: From $1.85B to $67B — Why Now Is the Time to Invest

Complete RAG market analysis 2026-2030: key figures, trends, segments, investment opportunities. From $1.85B in 2025 to $67B in 2034, RAG is exploding.

Case Studies

Discover how companies across industries use RAG as a Service to automate support, boost conversions, and transform their business with intelligent chatbots.

Live Session: Shipping a RAG Chatbot, Then Training the Team to Run It Alone

How Pierre Kasparian delivered a multi-document RAG chatbot to Live Session, then ran 4 training sessions to make the team fully autonomous on their own product.

HealthPlus: 70% Call Reduction with RAG Self-Service Portal

How health insurance company HealthPlus reduced call center volume by 70% by implementing a RAG-powered self-service portal for members.

LegalFirst: 80% Faster Contract Research with RAG Document Intelligence

How law firm LegalFirst reduced legal research time by 80% using RAG to instantly search across thousands of contracts and legal documents.

Use Cases

Explore how RAG solves real business challenges across industries and professions, from customer support automation to lead qualification and operational efficiency.

Local Government: Public Services Assistant and Citizen Relations with RAG

How city halls, prefectures, and local governments use RAG to improve citizen service and automate administrative requests.

Telecom: Technical Support for Broadband and Mobile with RAG

How telecom operators use RAG to automate technical support and reduce call center volume.

Energy: Billing Support and Consumption Tracking with RAG

How energy providers use RAG to automate customer support for billing and consumption advice.

RAG Knowledge Base

Technical guides and research updates on Retrieval-Augmented Generation systems. Learn how to build, optimize, and scale production RAG applications.

Topics

20252026A/B testAIAI ActAI OverviewsAI agentAI agentsAI assistantAI chatbotAI humanAI regulationAI searchAI-assistantAPIAWSAilogAnthropicAssistants APIAutoGenAzureB2BBEIRBedrockBotpressCI/CDCLIPCLaRaCPACRAGCTRCXChain-of-ThoughtChatGPTChatGPT SearchChatbaseClaudeClaude VisionClawdBotCoTCohereCopilot StudioCrewAICustomGPTDeepEvalDeepgramDialogflowDoclingE5ElevenLabsEuropeFAQFastAPIFranceFreshdeskGDPRGPTGPT-4GPT-4VGPT-4oGPT-5GPTCacheGeminiGemmaGemma 3Generative AIGoogleGoogle AIGoogle CloudGoogle DriveGraphRAGHRInstagramIntercomJSONJinaKafkaLLMLLM routingLangChainLangGraphLangSmithLangfuseLlamaLlama 4LlamaIndexLlamaParseMCPMMRMTEBMagentoMartianMicrosoftMilvusMistralModel Context ProtocolNDCGNERNL2SQLNLPNLUNeo4jOCROVHOWASPOpenAIOpenAI RealtimeOpenRouterPDFPIIPerplexityPhi-4PineconePrestaShopQdrantQwen3RAGRAG as a ServiceRAG platformsRAG-as-a-ServiceRAGASRESTROIRedisRetrieval-Augmented GenerationSEOSLMSMBSQLSSESTTSaaSScalewaySelf-RAGShopifySlackSmall Language ModelsSwarmTCOTTSText-to-SQLTransEUXUnifyVertex AIVoiceflowVoyage AIWatsonWeaviateWebSocketWhatsAppWhisperWooCommerceWordPressYouTubeZendeskaccountingaccuracyactionsadaptive RAGadoptionadvancedagenciesagencyagenticagentsai-tutorannotationapiarchitectureassistantatlassianattorneysaudioauditautomationbankingbatchbeautybeginnerbenchmarkbenchmarkingbenchmarksbest-practicesbge-m3billingbm25bookingbroadbandbudgetbufferbusiness modelcachingcall centercart abandonmentcase lawcase studycatalogchatchatbotchromachromadbchunkingcitationscitizenscity-hallclaimsclassificationclaudecliniccloudcoherecolbertcollaborationcompany wikicomparisoncompliancecompressionconciergeconfluenceconsultingconsumptioncontextcontext windowcontext-windowcontextualcontractsconversationconversationalconversational commerceconversioncostcostscreativitycross-encodercross-encoderscross-lingualcross-sellcustomcustomer experiencecustomer servicecustomer supportcybersecuritydata protectiondatabasesdecisiondense retrievaldeploymentdesign patternsdevelopersdiagramsdigital transformationdiversitydocument analysisdocument intelligencedocument processingdocumentationdocumentsdomain-specifice-commerceefficiencyelearningembeddingembeddingsemployee experienceenergyensembleenterpriseenterprise AIentitiesescalationevaluationevent-drivenextractionfashionfastfeaturesfilteringfiltersfinancefine-tuningfixed-sizeforecastsformatframesframeworkfunction callingfundamentalsfusiongenerationglobalgolden datasetgptgraphqlgroundingguardrailsguest experiencehallucinationhallucinationshandoffhealthhealthcarehelpdeskhierarchyhistoryhospitalhospitalityhostinghow-tohrhrishuman resourceshuman-in-the-loophybrid searchimagesindexingindustryinfographicsinfrastructureinnovationinsuranceintegrationinternal chatbotinternal searchinternationalizationintranetinvestmentiotknowledge baseknowledge graphknowledge graphsknowledge managementknowledge transferknowledge-graphslangchainlatencylatent-reasoninglaw firmlawyersleaderboardlegacy chatbotlegallegal techlexical searchlistingsllmlocal-governmentlogginglogisticslong contextlong-termmaintenancemarketmedicalmemorymenumetadatametricsmicrosoft 365migrationmilvusmmrmobilemodelsmoderationmodernizationmonitoringmtebmulti-agentmulti-agentsmulti-hopmulti-retrievermulti-sourcemulti-tenantmultilingualmultimodalnlpno-codenotionobservabilityocron-premiseonboardingopen sourceopen-sourceopenaioptimizationorchestrationorganic trafficparametersparent documentparsingpatientpdfperformancepersonal datapersonalizationpineconepipelineplatformpodcastsprecisionpricingproduct recommendationproduct recommendationsproduct searchproductionproductivityprompt cachingprompt engineeringprompt injectionpromptingproperty managementproptechprospectingpublic-servicespymupdfqdrantqualityquery classificationquery expansionquery optimizationquery routingquickstartragragasreal estatereal estate agencyreal-timereal-worldreasoningrecallrecommendationsredundancyregulationrerankrerankingresearchresellerreservationsrestaurantretrievalroutingrrfsalonsamplingsavingsscalabilityscalescalingscanned documentsscenesschemaschemassearchsecurityself-correctionself-hostingself-queryself-servicesemanticsemantic chunkingsemantic searchsensitive dataserverlessservicesetupsharepointsimilarity searchsimplesourcingsovereignsovereigntyspasparse retrievalspeech-to-textspeedstartupsstatisticsstoragestreamingstructurestructured datastructured filtersstructured outputstudysummarysupply-chainsystem promptstablestaxteam chatteamstechnicaltechnical-supporttelecomtemperaturetenant managementtesseracttestingtext extractionticketstokenstoolstourismtraceabilitytracingtrackingtrainingtranscriptiontrendstrusttutorialupselluse-caseuser experiencevector databasevector searchvector-databasevectorsvendor lock-invideovirtual-advisorvisionvisual searchvoice AIvoice assistantsweaviatewhite-labelworkflows

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