Use Cases for Agent-Ready Financial Data
Start from the job, not the endpoint
AI Stock Research
Turn structured statements, metrics, growth, valuation context, and filings into repeatable research workflows.
- Compare quality, growth, and valuation
- Generate research memos
- Track dilution, buybacks, and earnings
SEC Filing Monitor
Track new filings, material events, and governance timelines without stitching together ingestion jobs.
- Watch 10-K, 10-Q, 8-K, DEF 14A
- Surface new events quickly
- Feed downstream alerts
Claude Financial Agent
Give Claude a focused tool layer for quote lookups, filing retrieval, and statement analysis.
- Remote MCP with OAuth
- Grounded JSON tools
- Good fit for research prompts
Cursor Research Workflows
Use structured finance tools directly inside coding and agent loops in Cursor.
- MCP-native setup
- Fast prototyping
- Works well for internal tools
Design principles for the next product layer
- Structured inputs, not scraping glueEvery workflow starts with normalized JSON, so agents can reason over data without fragile parsing.
- High-intent jobs over generic featuresThe product is organized around research, monitoring, and integration tasks instead of raw endpoint lists.
- Trust comes from provenanceCoverage, filing lineage, and predictable schema matter more than marketing adjectives.
High-intent entry pages
Financial data API for AI agents
Best for teams evaluating a structured finance API for agents, copilots, and MCP-based workflows.
Open pageStock research API
Best for research-oriented users who want one path from symbol discovery to memo generation and watchlist workflows.
Open pageSEC filing API for AI
Best for filing-monitoring, compliance, and source-linked research workflows that need explicit SEC metadata.
Open pageFrom data layer to research workflow
1
Resolve symbols and fetch clean company data
2
Analyze statements, valuation, and filings in one place
3
Convert evidence into AI research outputs
4
Save, monitor, and revisit names over time
Research layers now covered by the API
- Quality and balance-sheet analysisUse fundamental metrics to inspect returns on capital, leverage, liquidity, payout, and margin structure.
- Compounding and dilution analysisUse growth to study revenue, EPS, FCF, book value per share, dividends, and share-count change across standard horizons.
- Capital allocation and valuation contextUse capital allocation, owner earnings, and valuation history to review buybacks, debt changes, cash deployment, and rerating.
- Event and expectation workflowsUse earnings, estimates, and SEC filing metadata to frame what the market is waiting for next.