Maity Innovations
Personalized AI Chat & Knowledge RAG|Private Enterprise RAG & Autonomous Agent Workspace

Autonomous enterprise intelligence with private knowledge RAG— zero hallucination, verifiable citations & omnichannel sync

Personalized AI chat and knowledge base management fine-tuned on your company's proprietary SOPs, documentation, and database schemas with zero-hallucination source citations, multi-model routing, and omnichannel delivery across Web, WhatsApp, and Slack.

Enterprise Private Vector Embeddings
Zero Public Model Training Guarantee
SOC 2 Type II Confidentiality
Omnichannel WhatsApp & Slack Sync
MIChat AI Platform Interface Preview
Verified Performance

Engineered for enterprise-scale reliability

Quantitative benchmark metrics measured in live production environments.

Lightning Inference
< 400ms
Streaming Response Latency

Sub-second token generation powered by optimized vector indexing and low-latency inference.

Air-Gapped Privacy
0%
External Data Leakage

Strict air-gapped tenant isolation ensuring company intellectual property is never trained publicly.

Autonomous FCR
94%
First-Contact Resolution

Autonomous resolution of customer inquiries, technical troubleshooting, and employee queries.

Zero Hallucination
100%
Verifiable Grounding

Every answer is backed by exact clickable citations pointing to internal source documents.

Comprehensive Suite

Core operational modules & capabilities

Explore the specialized components researched and built for MIChat AI.

Engine 01

Private Enterprise RAG Engine

Vector Search & Source Citations

Ingest thousands of internal PDFs, policy manuals, product specs, and SQL tables into encrypted vector databases with semantic chunking.

Semantic hybrid vector + keyword search
Clickable footnotes citing exact page numbers
Automatic re-indexing on document updates
Private self-hosted vector clustering
Engine 02

Omnichannel Bot Orchestration

Web, WhatsApp, Slack & Teams

Deploy a single intelligent agent across your public website widget, official WhatsApp Business API, internal Slack workspace, and MS Teams.

Interactive web widget with customizable theme
Official Meta WhatsApp Cloud API connector
Internal Slack bot with slash commands
Live human agent transfer protocol
Engine 03

Autonomous Tool & API Execution

Actionable Function Calling

Beyond simple text chat, empower your AI to check order statuses, book calendar demos, query ERP databases, and update CRM records automatically.

Secure JSON-schema function calling
Database query generation with read-only guards
Instant meeting scheduling integration
Webhook execution with audit logs
Engine 04

Knowledge Studio & Analytics

Gap Analysis & Feedback Loops

Inspect real-time user query analytics, review unresolved customer questions, and fine-tune response behaviors with our visual playground.

Unanswered question discovery radar
User thumbs up / down feedback scoring
Custom system prompt playground
Token consumption and cost optimization
Cognitive AI Pipeline

How MIChat delivers accurate enterprise answers

Engineered to completely eliminate hallucinations through dual-pass retrieval, semantic reranking, and strictly grounded synthesis.

01Semantic Embeddings
Phase 1

Ingest & Vectorize

Document chunking & embeddings

Company policies, product guides, and FAQs are parsed, chunked, and converted into dense vector embeddings.

Status: Validated
02Top-K Relevance
Phase 2

Retrieve & Rerank

Hybrid search matching

User queries trigger hybrid semantic search, finding the top relevant source chunks with reranking.

Status: Validated
03Verifiable Citation
Phase 3

Synthesize & Cite

Strictly grounded generation

LLM synthesizes the answer exclusively from the retrieved context, appending verifiable source footnotes.

Status: Validated
04Seamless Handoff
Phase 4

Execute or Handoff

Tool calling or human escalation

If action is required, the bot calls connected APIs or escalates high-priority leads to live human agents.

Status: Validated
Core Architecture & Tooling

Technology stack powering MIChat AI

Engineered with battle-tested cloud frameworks, resilient database clustering, and sub-second execution engines.

Pinecone Vector DB
Pinecone Vector DB
LangChain Engine
LangChain Engine
Google Gemini 2.5
Google Gemini 2.5
Anthropic Claude 3.5
Anthropic Claude 3.5
OpenAI GPT-4o
OpenAI GPT-4o
n8n Workflow Automation
n8n Workflow Automation
Next.js 16 Streaming UI
Next.js 16 Streaming UI
Docker Private Enclaves
Docker Private Enclaves
Security & Compliance

Zero-data-leakage enterprise AI

Your company knowledge base is your competitive advantage. We ensure it remains strictly yours.

Zero Model Retraining

Your proprietary documents and prompt dialogues are never used to train global public AI models.

SOC 2 Type II Encrypted Vector Store

All vector embeddings and source chunks are stored with customer-managed encryption keys.

PII Redaction Engine

Automatic detection and masking of credit card numbers, personal emails, and phone numbers before inference.

Custom Air-Gapped Deployments

Available for on-premise Kubernetes or private VPC installation for defense and healthcare compliance.

Verified Enterprise Experience

“MIChat automated 90% of our customer technical support tickets while citing the exact page of our documentation every time. Our support staff can now focus on complex enterprise accounts.”

H
Head of Customer Engineering
Cloud SaaS Platform • Fintech & Payments Infrastructure
Got Questions?

Frequently asked questions about MIChat AI

Everything you need to know about deployment, integration, and compliance.

MIChat uses strict Retrieval-Augmented Generation (RAG) with temperature clamped to zero. The model is constrained by system prompts to only generate answers that have direct textual evidence in the retrieved source chunks, always supplying clickable citation links.
Live Production Readiness

Ready to deploy MIChat AI across your operations?

Test drive the live application now or connect with our engineering architects to design a bespoke deployment plan.

Explore the Maity Innovations Suite

Seamlessly switch between our enterprise-grade proprietary platforms.

View All Products