Pierce vs. Fintool: Two AI research stacks for public-equity work
Fintool is the closest published alternative: a filing-native AI that answers from 10-Ks, 10-Qs, 8-Ks, and transcripts with citations. Pierce is a skill-routed agent with a self-checking loop and a quant engine, sold self-serve to independent CFAs and RIAs instead of as a seat subscription.
Fintool is an AI equity-research assistant built around SEC filings, earnings transcripts, and cited answers. It is used by professional investors to extract metrics, compare disclosures, screen names, and monitor a filing feed — closer to a vertical financial model than a generic chatbot.
How Pierce Finance and Fintool approach the research workflow.
| Capability | Pierce Finance | Fintool | Advantage |
|---|---|---|---|
| What the product actually is | Skill-routed research agent: filings, comps, scenario analysis, screeners, and a quant engine in one web workspace. | Vertical financial AI over SEC filings, transcripts, slides, and a document feed, with cited chat and screening. | Comparable |
| Citation depth | Pulls SEC EDGAR during the research loop and cites the filing section used (for example Item 7 MD&A). | Purpose-built retrieval across years of 10-K, 10-Q, 8-K, and earnings transcripts with sentence-level citations. | Winner: Fintool |
| Modeling beyond extraction | Comps, scenario analysis, and discounted cash flow live as named skills, not as a prompt the model has to invent. | Strong at pulling and comparing disclosed figures; modeling still typically happens in the analyst’s workbook. | Winner: Pierce |
| Filing feed and alerts | You ask when you need work done. No always-on filing ticker. | Continuous feed and alerts as new 8-Ks and related documents hit EDGAR. | Winner: Fintool |
| Fit for independent CFAs and RIAs | Self-serve web application with pay-as-you-go and professional plans for independent practitioners. | Team seats and enterprise options aimed at investment professionals and research groups. | Winner: Pierce |
| Quant work | Quant engine runs named screens and historical tests as part of the same workspace. | No bundled factor-screen catalog or hosted strategy backtests. | Winner: Pierce |
Pierce
Skill-routed research agent: filings, comps, scenario analysis, screeners, and a quant engine in one web workspace.
Fintool
Vertical financial AI over SEC filings, transcripts, slides, and a document feed, with cited chat and screening.
Pierce
Pulls SEC EDGAR during the research loop and cites the filing section used (for example Item 7 MD&A).
Fintool
Purpose-built retrieval across years of 10-K, 10-Q, 8-K, and earnings transcripts with sentence-level citations.
Pierce
Comps, scenario analysis, and discounted cash flow live as named skills, not as a prompt the model has to invent.
Fintool
Strong at pulling and comparing disclosed figures; modeling still typically happens in the analyst’s workbook.
Pierce
You ask when you need work done. No always-on filing ticker.
Fintool
Continuous feed and alerts as new 8-Ks and related documents hit EDGAR.
Pierce
Self-serve web application with pay-as-you-go and professional plans for independent practitioners.
Fintool
Team seats and enterprise options aimed at investment professionals and research groups.
Pierce
Quant engine runs named screens and historical tests as part of the same workspace.
Fintool
No bundled factor-screen catalog or hosted strategy backtests.
Where Pierce should not be used relative to Fintool:
Fintool sells recurring professional seats (publicly discussed in the low hundreds per month, with team and enterprise tiers). Pierce is pay-as-you-go, with higher-volume plans and professional plans for CFAs and RIAs.
“Audit AMD data-center segment commentary in the latest 10-K, compare gross margins to AVGO and NVDA, and run a five-year scenario analysis”
No. Fintool is a financial AI trained to answer from filings and transcripts with citations, plus screening and a document feed. The gap versus Pierce is architecture: Pierce routes work through named skills, a self-checking loop, and a quant engine rather than a single filing-tuned chat.
Independent CFAs and RIAs who need institutional-style filing work without a research-team seat. Self-directed investors can use Pierce too; this page is written for the professional workflow.
Pierce cites the EDGAR source it used, including filing sections such as MD&A. Fintool is built as a retrieval index and will usually win on verbatim paragraph speed.
Institutional-grade agentic research. No terminal. No API keys.
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