AI Market Intelligence Terminal

Feb 1, 2026 · 1 min read
projects

A solo-built market intelligence platform targeting commercial deployment across Indian equities, global crypto, US markets, and commodities, priced in USD and INR.

Architecture

Layer 1 - Data aggregation. Live market data from CoinGecko, Alpha Vantage, NSE Direct, and GoldAPI flows through n8n using a cascading merge strategy designed around n8n’s 10-input node limit.

Layer 2 - Parsing and delivery. An LLM-based parser via OpenRouter applies strict anti-hallucination guardrails, then delivers daily reports as formatted HTML email and Discord embeds through a custom markdown-to-HTML renderer.

Layer 3 - The LLM Council (live). GPT-4o-mini, Gemini Flash, and Claude Sonnet act as independent analysts, with Claude Opus as chairman synthesising a final report through anonymised peer review. The FastAPI backend is containerised on Railway and called from n8n via authenticated webhooks.

In progress. Layer 4: RAG pipeline on Pinecone. Layer 5: conversational Next.js frontend with OpenAI Whisper STT/TTS, and multi-user scaling on Supabase.

Kavish Jaiswal
Authors
AI & Full-Stack Software Engineer
Software engineer building AI systems and full-stack web applications. I design multi-agent LLM architectures, RAG pipelines, and automation workflows, and ship them to production with FastAPI, React, and n8n.