Finance
Compare Equity Peers with Live Financials
A Chainlit agent that pulls live peer financials and delivers a valuation verdict
Takes any US ticker and automatically discovers its public peer group via Nimble search, then fetches 10 valuation metrics — P/E, forward P/E, P/S, EV/EBITDA, PEG, revenue growth, gross margin, operating margin, ROE, and analyst price target — for the target and every peer directly from Finviz via Nimble extract. Numbers are parsed deterministically from the page, never re-typed by the LLM. Poses two questions per run: where does the target sit relative to its peer median on each multiple, and what recent catalysts (earnings reports, guidance updates, analyst rating moves) explain the premium or discount?
Quick Start
Inputs
- Ticker symbol A US-listed equity ticker entered at run time, such as CMG, CRM, or NVDA.
Outputs
- Live peer set for the target company
- Valuation multiples per ticker: P/E, P/S, EV/EBITDA, PEG, revenue growth, and margins
- Recent catalysts per company (earnings, guidance, analyst rating moves)
- Relative-valuation verdict vs. peer median
- Interactive comps table and EV/EBITDA chart
- Persisted run history in the Chainlit dashboard
How it works
A 4-phase pipeline.
- Discover peers Nimble search (general focus, include_answer=true) returns an AI-synthesized list of public peers for the target ticker.
- Pull financials Nimble extract fetches each Finviz quote page; parse.py deterministically pulls P/E, forward P/E, P/S, EV/EBITDA, PEG, revenue growth, margins, ROE, and analyst actions using regex.
- Find catalysts Nimble search (news focus) retrieves recent dated earnings reports, guidance updates, and analyst rating changes for each ticker.
- Assemble and deliver Claude curates the final peer set and writes the verdict; the run is saved to Supabase and the Chainlit dashboard shows the comps table, chart, and verdict, then accepts follow-up questions that trigger additional Nimble calls.
Stack
Nimble primitives plus the full runtime stack.
Nimble APIs
What it does
- extract Fetches each Finviz quote page and returns rendered content for deterministic parsing of valuation multiples and analyst actions.
- search Discovers peer companies (general focus, include_answer=true) and retrieves recent catalysts per ticker (news focus).
3rd Party Tools
Role
- Python 3.9+ Runtime language.
- LangGraph ReAct agent loop that orchestrates Nimble tool calls and the structured-extraction pass.
- claude-sonnet-4-6 Drives the agent loop, curates the peer set, and writes the relative-valuation verdict.
- Chainlit Live dashboard with step streaming, comps table, EV/EBITDA chart, and follow-up Q&A.
- Supabase Persists every analysis run for history and reopen.
- pandas + plotly Data manipulation and chart rendering.
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