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.

Automated RAG Evaluation Pipeline: Catch Regressions Before Your Users Do

Complete guide to building an automated RAG evaluation pipeline: golden datasets, RAGAS metrics, regression detection, alerting, and CI/CD integration with GitHub Actions.

Knowledge Graph Embeddings: When Graphs and Vectors Merge for Supercharged RAG

Complete guide on Knowledge Graph Embeddings for RAG: TransE, RotatE, ComplEx, Neo4j + vector integration, hybrid graph/vector search and multi-hop QA benchmarks.

RAG Chunking 2026: The 8 Advanced Strategies Nobody Tells You About

The 8 advanced chunking strategies for RAG in 2026: semantic chunking, agentic chunking, late chunking, Anthropic's contextual chunking (+49% recall), parent-child and more.

News

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

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.

Energy: Billing Support and Consumption Tracking with RAG

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

Logistics: Parcel Tracking and Inventory Management with RAG

How logistics companies use RAG to automate shipment tracking and optimize inventory management.

Industry: Predictive Maintenance and Technical Assistants with RAG

How manufacturers use RAG to optimize equipment maintenance and assist field technicians.

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 agentAI assistantAI chatbotAI humanAI searchAI-assistantAPIAWSAilogAnthropicAssistants APIAutoGenAzureB2BBEIRBedrockBotpressCI/CDCLIPCLaRaCPACRAGCXChain-of-ThoughtChatGPT SearchChatbaseClaudeClaude VisionClawdBotCoTCohereCrewAICustomGPTDeepEvalDeepgramDialogflowDoclingE5ElevenLabsEuropeFAQFastAPIFranceFreshdeskGDPRGPTGPT-4GPT-4VGPT-4oGPT-5GPTCacheGeminiGemma 3Generative AIGoogleGoogle AIGoogle CloudGoogle DriveGraphRAGHRInstagramIntercomJSONJinaKafkaLLMLLM routingLangChainLangGraphLangSmithLangfuseLlamaLlamaIndexLlamaParseMCPMMRMTEBMagentoMartianMicrosoftMilvusMistralModel Context ProtocolNDCGNERNL2SQLNLPNLUNeo4jOCROVHOWASPOpenAIOpenAI RealtimeOpenRouterPDFPIIPerplexityPhi-4PineconePrestaShopQdrantQwen3RAGRAG as a ServiceRAG platformsRAG-as-a-ServiceRAGASRESTROIRedisRetrieval-Augmented GenerationSEOSLMSMBSQLSSESTTSaaSScalewaySelf-RAGShopifySlackSmall Language ModelsSwarmTCOTTSText-to-SQLTransEUXUnifyVertex AIVoiceflowVoyage AIWatsonWeaviateWebSocketWhatsAppWhisperWooCommerceWordPressYouTubeZendeskaccountingaccuracyactionsadaptive RAGadoptionadvancedagenciesagencyagenticagentsai-tutorannotationapiarchitectureatlassianattorneysaudioauditautomationbankingbatchbeautybeginnerbenchmarkbenchmarkingbenchmarksbest-practicesbge-m3billingbm25bookingbudgetbufferbusiness modelcachingcall centercart abandonmentcase lawcase studycatalogchatchatbotchromachromadbchunkingcitationsclaimsclassificationclaudecliniccloudcoherecolbertcollaborationcompany wikicomparisoncompliancecompressionconciergeconfluenceconsultingconsumptioncontextcontext windowcontext-windowcontextualcontractsconversationconversationalconversational commerceconversioncostcostscreativitycross-encodercross-encoderscross-lingualcross-sellcustomcustomer experiencecustomer servicecustomer supportcybersecuritydata protectiondatabasesdecisiondense retrievaldeploymentdesign patternsdevelopersdiagramsdigital transformationdiversitydocument analysisdocument intelligencedocument processingdocumentationdocumentsdomain-specifice-commerceefficiencyelearningembeddingembeddingsemployee experienceenergyensembleenterpriseenterprise AIentitiesescalationevaluationevent-drivenextractionfashionfastfeaturesfilteringfiltersfinancefine-tuningfixed-sizeformatframesframeworkfunction callingfundamentalsfusiongenerationglobalgolden datasetgptgraphqlgroundingguardrailsguest experiencehallucinationhallucinationshandoffhealthhealthcarehelpdeskhierarchyhistoryhospitalhospitalityhostinghow-tohrhrishuman resourceshuman-in-the-loophybrid searchimagesindexingindustryinfographicsinfrastructureinnovationinsuranceintegrationinternal chatbotinternal searchinternationalizationintranetinvestmentiotknowledge baseknowledge graphknowledge graphsknowledge managementknowledge transferknowledge-graphslangchainlatencylatent-reasoninglaw firmlawyersleaderboardlegacy chatbotlegallegal techlexical searchlistingsllmlogginglogisticslong contextlong-termmaintenancemarketmedicalmemorymenumetadatametricsmicrosoft 365migrationmilvusmmrmodelsmoderationmodernizationmonitoringmtebmulti-agentmulti-agentsmulti-hopmulti-retrievermulti-sourcemulti-tenantmultilingualmultimodalnlpno-codenotionobservabilityocron-premiseonboardingopen-sourceopenaioptimizationorchestrationorganic trafficparametersparent documentparsingpatientpdfperformancepersonal datapersonalizationpineconepipelineplatformpodcastsprecisionpricingproduct recommendationproduct recommendationsproduct searchproductionproductivityprompt cachingprompt engineeringprompt injectionpromptingproperty managementproptechprospectingpymupdfqdrantqualityquery classificationquery expansionquery optimizationquery routingquickstartragragasreal estatereal estate agencyreal-timereasoningrecallrecommendationsredundancyregulationrerankrerankingresearchresellerreservationsrestaurantretrievalroutingrrfsalonsamplingsavingsscalabilityscalescalingscanned documentsscenesschemaschemassearchsecurityself-correctionself-queryself-servicesemanticsemantic chunkingsemantic searchsensitive dataserverlessservicesetupsharepointsimilarity searchsimplesourcingsovereignsovereigntyspasparse retrievalspeech-to-textspeedstartupsstatisticsstoragestreamingstructurestructured datastructured filtersstructured outputstudysummarysupply-chainsystem promptstablestaxteam chatteamstechnicaltemperaturetenant managementtesseracttestingtext extractionticketstokenstoolstourismtraceabilitytracingtrackingtrainingtranscriptiontrendstrusttutorialupselluse-caseuser experiencevector databasevector searchvector-databasevectorsvideovirtual-advisorvisionvisual searchvoice AIvoice assistantsweaviatewhite-labelworkflows

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