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.

RAG Guardrails: 12 Techniques to Block Prompt Injections

Complete guide to RAG guardrails: 12 techniques to block prompt injections, solution comparison (Guardrails AI, NeMo, Lakera Guard), and real attack/defense examples.

Multi-Tenant RAG: SaaS Architecture to Serve 1000 Clients from One System

Design a scalable multi-tenant RAG architecture. Data isolation, performance, security, and cost optimization for a RAG SaaS serving hundreds of clients.

SQL RAG: Query Your Databases Using Natural Language

Implement Text-to-SQL with RAG to query your databases in natural language. Approach comparison, Spider benchmarks, security, and complete code.

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.

Accounting Firms: How RAG Revolutionizes Tax and Regulatory Research

Discover how accounting firms use RAG to automate tax monitoring, answer client questions, and optimize regulatory compliance.

RAG Knowledge Base

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

Topics

20252026AIAI ActAI assistantAI chatbotAI humanAI-assistantAPIAWSAnthropicAssistants APIAutoGenAzureB2BBEIRBedrockCLIPCLaRaCPACRAGChain-of-ThoughtClaudeClaude VisionClawdBotCoTCohereCrewAIEuropeFAQFranceFreshdeskGDPRGPTGPT-4GPT-4VGPT-5GeminiGenerative AIGoogle CloudGoogle DriveGraphRAGHRIntercomJSONLLMLangChainLangGraphLlamaIndexMMRMTEBMagentoMicrosoftNDCGNERNL2SQLNLPNeo4jOCROVHOWASPOpenAIPDFPIIPineconePrestaShopQdrantRAGRAG as a ServiceRAG platformsRAG-as-a-ServiceRAGASROIRetrieval-Augmented GenerationSMBSQLSSESaaSScalewaySelf-RAGShopifySlackText-to-SQLUXVertex AIWebSocketWhisperWooCommerceWordPressYouTubeZendeskaccountingaccuracyactionsadaptive RAGadoptionadvancedagentsannotationapiarchitectureatlassianattorneysaudioauditautomationbeautybeginnerbenchmarkbenchmarkingbenchmarksbest-practicesbge-m3bm25bookingbudgetbuffercachingcall centercart abandonmentcase studycatalogchatchatbotchromachromadbchunkingcitationsclassificationclaudecliniccloudcoherecolbertcollaborationcompany wikicomparisoncompliancecompressionconfluenceconsultingcontextcontext windowcontext-windowcontractsconversationconversationalconversioncostcostscreativitycross-encodercross-encoderscross-lingualcross-sellcustomcustomer servicecustomer supportcybersecuritydata protectiondatabasesdense retrievaldeploymentdevelopersdiagramsdigital transformationdiversitydocument analysisdocument processingdocumentationdocumentsdomain-specifice-commerceefficiencyembeddingembeddingsemployee experienceensembleenterpriseentitiesescalationevaluationextractionfashionfastfeaturesfilteringfiltersfine-tuningfixed-sizeformatframesframeworkfunction callingfundamentalsfusiongenerationglobalgptgraphqlgroundingguardrailshallucinationhallucinationshandoffhealthhealthcarehelpdeskhierarchyhistoryhospitalhostinghow-tohuman resourceshuman-in-the-loophybrid searchimagesindexinginfographicsinfrastructureinnovationinsuranceintegrationinternal chatbotinvestmentknowledge baseknowledge graphknowledge graphsknowledge managementknowledge transferknowledge-graphslangchainlatencylatent-reasoninglaw firmleaderboardlegallegal techlexical searchllmlogginglong-termmedicalmemorymetadatametricsmicrosoft 365milvusmmrmodelsmoderationmonitoringmtebmulti-agentmulti-agentsmulti-hopmulti-retrievermulti-sourcemulti-tenantmultilingualmultimodalnlpno-codenotionobservabilityocron-premiseonboardingopen-sourceopenaioptimizationorchestrationparametersparent documentparsingpatientpdfperformancepersonal datapersonalizationpineconeplatformpodcastsprecisionproduct recommendationproduct recommendationsproduct searchproductionproductivityprompt engineeringprompt injectionpromptingproperty managementproptechpymupdfqdrantqualityquery classificationquery expansionquery optimizationquery routingquickstartragragasreal estatereal estate agencyreal-timereasoningrecallrecommendationsredundancyregulationrerankrerankingresearchretrievalroutingrrfsalonsamplingscalabilityscalescalingscanned documentsscenesschemaschemassearchsecurityself-correctionself-queryself-servicesemanticsemantic chunkingsemantic searchsensitive dataserverlessservicesetupsharepointsimilarity searchsimplesourcingsovereignsovereigntyspasparse retrievalspeech-to-textspeedstartupsstoragestreamingstructurestructured datastructured filtersstructured outputstudysummarysystem promptstablestaxteam chatteamstechnicaltemperaturetenant managementtesseracttestingtext extractionticketstokenstoolstraceabilitytrackingtrainingtranscriptiontrendstrusttutorialupsellvector databasevector searchvector-databasevectorsvideovisionweaviateworkflows

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