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Retrieval-Augmented Generation (RAG)

Grounded RAG AI Chatbot for WhatsApp

Upload your product catalogs, FAQs, and support documents. Deploy an AI assistant that answers customer questions accurately 24/7 with zero hallucinations and seamless human handoff.

How Knowledge Grounding Works

Transforming static corporate files into dynamic, high-accuracy WhatsApp customer support in seconds.

01

Upload Company Documents

Drag and drop your product catalogs, pricing sheets, return policies, and service manuals (PDF, DOCX, TXT).

02

Automated Vector Chunking

Our pipeline chunks your files and generates dense vector embeddings stored in high-performance semantic search indexes.

03

Semantic Context Injection

When a customer asks a question on WhatsApp, the top matching document snippets are retrieved and injected into the prompt.

04

Zero-Hallucination Delivery

The bot synthesizes an accurate, localized answer strictly based on the retrieved context in under 1 second.

Understanding Automation Layers

Clear distinction between basic rules, knowledge chatbots, and autonomous agents in Avyann ChatFlow.

Capability LayerTrigger MechanismIntelligence TypeBest Suited For
1. Rule-Based Auto-RepliesExact keywords or regex patternsStatic matchingOffice hours, welcome greetings, address info
2. Grounded RAG AI ChatbotNatural language questionsSemantic vector similarity24/7 FAQ answers, policy lookups, support queries
3. Autonomous AI AgentsComplex multi-turn conversationsReasoning loop + tool callingSales qualification, meeting scheduling, CRM pipeline mutations

Multi-Model AI Flexibility

Switch between premier large language models with one click to optimize for intelligence, context size, or latency.

Default

OpenAI GPT-4o

Industry-standard reasoning and high-speed conversational fluency.

Deep Context

Anthropic Claude 3.5 Sonnet

Superior comprehension for nuanced technical and complex business documents.

Massive Context

Google Gemini 1.5 Pro

Handles huge catalog datasets and multi-lingual Indian regional vernaculars.

Ultra Low Latency

Groq LLaMA 3

Sub-200ms token generation for lightning-fast real-time WhatsApp replies.

Frequently Asked Questions

Common questions about knowledge base indexing, model safety, and human handoff.

Turn your business documents into a 24/7 WhatsApp AI Assistant

Upload your first catalog or FAQ document today. Activate your 7-day trial with 1,000 complimentary test message credits.