AI-Ready Financial Data Normalization and API Layer
The Opportunity
As 500+ retail investors and wealth platforms adopt AI tools (Perplexity, Claude, etc.) for financial analysis, they all need standardized, real-time financial data feeds that AI models can reliably parse and reason over. Raw financial statements, NSE disclosures, and corporate filings exist in unstructured formats (PDFs, HTML tables, inconsistent structures) that cause AI hallucinations and errors. Every investment AI tool needs clean, normalized, API-accessible financial data to function reliably.
Market Size
₹800-1200 Cr addressable market — based on India's ₹50 lakh Cr retail investment AUM × 1.5-2% software spend on AI-powered analysis tools, with 40-50% requiring data normalization APIs
Business Model
B2B SaaS: provide standardized financial data APIs (DCF inputs, cash flow statements, balance sheets, regulatory filings) in machine-readable JSON/structured formats; charge per API call, per data point, or tiered subscription for wealth platforms and AI tool builders integrating financial data
1) Per-API-call pricing: ₹0.10-0.50 per normalized data point × 10M calls/month = ₹50-100L/month at scale; 2) Subscription tiers: ₹50K-5L/month for wealth platforms by AUM; 3) White-label data feeds for fintech platforms and robo-advisors
Your 30-Day Action Plan
Identify top 20 Indian stocks (Nifty 50) and manually normalize their FY25-26 financial statements into JSON schema; validate against current market prices and DCF models to test schema accuracy
Build MVP API endpoint serving these 20 stocks' normalized data; test with 3-5 users running Perplexity/ChatGPT investment workflows; measure reduction in AI hallucinations vs. raw PDFs
Secure data partnerships: approach Screener.in, BSE/NSE for official data feeds; register as fintech data aggregator under RBI/SEBI guidelines; file GST registration
Launch closed beta with 10 wealth platforms (Smallcase, Fyers, Shoonya users); price at ₹100K/month for 100K API calls; target 3-5 paying customers by month 2
Compliance & Regulatory Angle
GST 18% (data services); potential SEBI registration as fintech data provider (non-mandatory but builds trust); data licensing agreements with NSE/BSE; no capital markets license needed if purely aggregating public data
Ready to Act on This Opportunity?
Generate a 7-step execution plan — validate the market, build the MVP, model the financials, map the risks, and ship in 30 days.