Carlos
Altamirano

Financial analysts spend days reading 100+ page SEC filings to extract a handful of numbers they can actually trust. Generic AI tools make it worse — they generate revenue figures and balance sheet ratios with total confidence, and they're often wrong. In finance, a hallucinated number doesn't just fail the demo. It fails the decision.

FinSight Pro solves this. A Router agent understands the question. A Doc Agent retrieves the exact passages from real SEC 10-K filings using domain-specific embeddings trained on financial text (Voyage finance-2 + BM25 hybrid search) — no guessing, only verified retrieval. A Risk Agent computes 6 key financial signals deterministically, without involving an LLM at all. Every answer cites its source: company, filing, section, date. A Synthesis Agent assembles the full due diligence brief and streams it in real time. The result: analysis that would take an analyst 4 hours, delivered in under 60 seconds — and every number is traceable.

Converts messy PDFs, invoices, and images into clean, structured Excel spreadsheets. The AI pipeline auto-classifies documents into 7 types and applies the matching extraction template. A 5-strategy JSON error handler (direct parse → markdown fences → regex → repair_json → truncation detection) achieves a 100% success rate in production. Handles batch processing of up to 10 files concurrently, per-IP rate limiting, and chunking for large PDFs. End-to-end product: backend, frontend, deployment, Google Ads, and analytics.