Multi-agent AI · LangGraph · live orchestration

A full due-diligence report on any public stock — written by a team of AI analysts, not one.

A supervisor agent delegates a stock to specialists — fundamentals, sentiment, industry — then weaves their findings into a single verdict. You watch it happen, line by line.

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The mechanism

Watch the agents hand off work in real time.

Each specialist runs in sequence, streams its reasoning to the spine, and reports back. The supervisor synthesizes. Partial failures degrade gracefully — if sentiment data is unavailable, the pipeline continues with what it has, and the verdict confidence is calibrated accordingly.

Live preview · AAPLdemo state
  1. Supervisorcomplete
  2. Fundamentalscomplete

    Revenue, margins, balance sheet pulled and normalized

  3. Sentimentrunning

    Scoring recent headlines against sector lexicon…

  4. Industryqueued

What you get

One verdict, built from three lines of inquiry — each auditable.

Fundamentals

Revenue, net income, free cash flow, debt-to-equity. Five-year revenue trend. Written summary, not just a table.

Sentiment

Scored recent headlines with source references and dates. Plain-language summary of the press tone.

Industry

Competitive positioning, named comparables, relative-valuation cross-check.

The supervisor's synthesis shows how each finding contributed — not a black-box paragraph. The verdict card surfaces the single signal, headline, and confidence score, calibrated by agent agreement.