Inspiration
Bangla-speaking entrepreneurs often lack access to structured business mentorship and strategic evaluation. Traditional advisory services are expensive and unavailable to early-stage founders. We built Uddyog-CoPilot to democratize startup execution by combining Multi-Agent AI debates, risk mapping, and seamless Web3 micropayments.
What it does
Uddyog-CoPilot is an AI-powered digital business assistant tailored for local entrepreneurs:
- War Room (Multi-Agent Debate): Evaluates startup ideas via 3 distinct AI agents (Skeptic for risk analysis, Strategist for market growth, Operator for feasibility).
- Assumption Map: Automatically categorizes claims into VALIDATED, UNVALIDATED, and NEEDS_INFO states.
- Document Advisor (RAG): Allows pitch deck and PDF uploads to query business advisors trained on uploaded documents using Google Cloud Storage and pgvector.
- x402 Micropayments: Integrates Web3 micropayment middleware to pay per deep AI evaluation without subscription models.
- Pitch Session: Uses Gemini Live Multimodal API for real-time audio and camera feed pitch feedback in Bangla.
How we built it
- Frontend: Next.js 15 (App Router), React 19, TypeScript, Tailwind CSS 4, and React Flow.
- Backend & Database: Express 5, Prisma 6, PostgreSQL with
pgvectorextension. - AI Engine: Gemini Flash, Gemini Live Multimodal API, and GCS for RAG storage.
- Devin Integration: Devin was used to audit backend Express routes, generate test cases, and optimize Prisma database queries.
Challenges we ran into
- Balancing real-time token streaming and prompt synchronization across 3 concurrent AI debate agents.
- Implementing low-latency audio/video feeds using Gemini Live Multimodal API in native Bangla context.
- Structuring the x402 micropayment middleware to enforce instant payment challenges without breaking Next.js API route state.
Accomplishments that we're proud of
- Built a fully localized, Bangla-first UX tailored specifically for South Asian startup ecosystems.
- Successfully executed a working multi-agent debate framework with dynamic risk mapping.
- Integrated x402 Web3 micropayments alongside standard ad slots for flexible monetization.
What's next for Uddyog-CoPilot
- Automated Financial Projection Engine: Generate dynamic P&L and cash flow charts automatically.
- Local Micro-financing Connectors: Connect validated business plans directly to local lenders and incubators.
Built With
- agentic
- ai
- devin
- express.js
- gcs
- gemini
- next.js
- pgvector
- postgresql
- prisma
- protocol
- rag
- react
- typescript
- web3
- x402


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