Enterprise RAG System — Live at rag.datawebify.com

RAG Knowledge
Base Agent

Instant answers from 10,000+ company documents. Zero agent hours. Sub-3-second response time. Plug into any SaaS product via REST API.

<3s
Query Response Time
98%
Cost Reduction
24/7
Zero Downtime
$40K
Engagement Value
01 — The Business Case

Problem. Solution. ROI.

⚠ The Problem

Enterprise teams spend thousands of hours per month manually searching PDFs, policy docs, manuals, and knowledge bases. A 3-person support team at $25/hr spends 60-70% of their time on lookups that should be instant.

Monthly agent cost $12,000
Avg query resolution 4-6 minutes
Error rate 15-20%
Availability Business hours only

✓ The Solution

A production-ready RAG system that ingests your documents and answers any question in under 3 seconds — with source citations, conversation memory, and a REST API that plugs into any existing platform.

Monthly AI cost $180
Query resolution Under 3 seconds
Accuracy (cited) 94%+
Availability 24/7 always on

Architecture

📄
Documents
PDF / DOCX / URL / TXT
Chunker
400 token chunks + overlap
🔬
Embedder
text-embedding-3-small
📐
Pinecone
1536-dim vector store
🤖
GPT-4o-mini
Grounded generation
FastAPI
REST + Swagger UI
03 — Technology

Tech Stack

🤖
GPT-4o-mini
LLM — Answer Generation
📐
Pinecone
Vector Database
🔗
LangChain
RAG Framework
FastAPI
REST API Layer
📄
Supabase
Metadata + Query Logs
🚀
Docker + Railway
Container Deployment

Business Metrics

Metric Before After Change
Query Resolution Time 4-6 minutes Under 3 seconds 99% faster
Monthly Operating Cost $12,000 $180 98.5% savings
Document Coverage Manual search 10,000+ docs instant 100x scale
Availability Business hours 24/7 Always on
Answer Accuracy 80% (human error) 94%+ (cited sources) +18%
05 — Integration

REST API

GET /api/v1/health System health check
POST /api/v1/ingest/file Upload PDF, DOCX, or TXT document
POST /api/v1/ingest/url Ingest content from any public URL
POST /api/v1/chat Ask a question, receive cited answer
POST /api/v1/session/new Start a multi-turn conversation session
GET /api/v1/session/{id}/history Retrieve full conversation history
DELETE /api/v1/session/{id} End session and clear memory
GET /api/v1/metrics System performance and usage analytics

Who Needs This

SaaS Companies
Answer customer questions from help docs instantly. Eliminate tier-1 support tickets with a 24/7 knowledge agent.
Legal Firms
Query contracts and case files without manual search. Find relevant precedents across thousands of documents in seconds.
💊
Healthcare
Search clinical guidelines and compliance documents. Deliver accurate protocol answers with source citations.
🛒
E-commerce
Product catalog and policy Q&A at scale. Handle thousands of simultaneous customer queries with zero agent hours.
💻
Enterprise IT
Internal knowledge base for support teams. Onboard new employees faster with instant access to all company documentation.
🏭
Manufacturing
Technical manuals and compliance docs on-demand. Enable floor teams to query complex specifications instantly.
Ready to Deploy

Build This for Your Organization

Typical engagement: $15,000 to $40,000. Replaces $12,000/month in agent costs. ROI achieved within the first month.

👤 Muhammad Umair — Agentic AI Specialist