AI Stock Research Without Prompt Glue

Use ApiFinance AI to structure the research loop: gather evidence, compare quality, growth, capital allocation, and valuation, then generate a clear memo and keep the name on a watchlist.

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What the workflow replaces

Most ad hoc stock research still means copying fields across tabs, screenshots, PDFs, and prompts.

Before

Separate quote, filing, and statement sources.
Manual prompt assembly with inconsistent fields.
No easy way to reproduce the same research path later.

After

One structured toolchain for profiles, statements, metrics, growth, prices, earnings, and filings.
Agent-ready JSON for repeatable memo generation.
Natural path into saved research and monitoring.

Research workflow

The goal is not more raw data. The goal is a repeatable path from evidence to judgment.

Step 1

Search and resolve the right symbol before analysis starts.

Step 2

Pull profiles, statements, metrics, growth, valuation history, earnings, and filing metadata into one working set.

Step 3

Generate a structured research memo or comparison table from grounded JSON.

Step 4

Save the name to a watchlist and revisit after price moves or earnings.

Typical report outputs

A good stock report page should help the user decide what deserves more attention and why.

Structured outputs

Company quality summary
Valuation context and multiple compression risk
Revenue, EPS, free cash flow, and dilution trend review
Capital allocation and owner-earnings view

Example prompt

Compare Apple and Microsoft over the last five annual periods.
Highlight margin durability, free cash flow strength, valuation context, and the latest major filing links.
Return a concise research memo plus a comparison table.

Endpoint groups that make the workflow work

These are the endpoint families that make AI stock research less manual and more repeatable.

Fundamental metrics

Use one endpoint to pull normalized return, margin, leverage, liquidity, and payout fields for a research memo or screen.

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Growth

Review compounding and dilution with revenue, EPS, FCF, book-value-per-share, dividend, and share-count growth.

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Capital allocation and owner earnings

Inspect buybacks, dividends, debt changes, stock-based compensation, and owner-earnings yield in the same workflow.

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Valuation history, earnings, and estimates

Explain rerating, earnings timing, and forward expectations without leaving the same stock page or agent flow.

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