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>>manually approved · 420 tools indexed·since 2026
index / Fira Research vs Marvin Labs

>_ Fira Research vs Marvin Labs

Fira Research and Marvin Labs, side-by-side. Compare the facts below, then pick the one that fits your workflow.

Fira Research
Marvin Labs
one-liner
AI financial-research assistant (YC-backed) — multi-document Q&A across thousands of filings with granular citations, instant P&L Excel extraction, and peer benchmarking.
AI research copilot for equity analysts — autonomous agents that run earnings reviews, KPI trackers, and guidance comparisons with citations.
best for
financial analysts conducting quantitative and qualitative research across hundreds of complex filings and data rooms.
equity analysts conducting earnings research and financial text analysis
key feature
Multi-document Q&A with granular per-sentence source citations
Deep-research agents + 0-100 management-tone sentiment scores
who uses it
RIA, Hedge Fund, Investment Bank, Family Office, Mutual Fund
Hedge Fund, Mutual Fund, RIA, Family Office
asset class
Equities
Equities
function
AI Agents
AI Agents
instruments
Stocks
Stocks
regions
North America, Europe
North America
pricing
FREE-CALL
FREE-$$$
via
web, mcp
web
audience
pro · other
pro · other
upvotes
0
0

about Fira Research

ai analyst for financial research — multi-document Q&A across sec filings, earnings releases, and internal documents with per-sentence source citations. extracts P&Ls from PDFs to formatted excel, benchmarks peer companies, and verifies numbers against source filings. integrates public market data, company house, and user cloud storage (gdrive, sharepoint, box).

about Marvin Labs

ai research copilot for equity analysts. autonomous agents run earnings reviews, kpi trackers, guidance comparisons, and tariff impact analysis with citations. includes sentiment scoring (0-100 management tone) and analyst chat.

Fira Research
AI financial-research assistant (YC-backed) — multi-document Q&A across thousands of filings with granular citations, instant P&L Excel extraction, and peer benchmarking.
[↗] visit firaresearch.com
Marvin Labs
AI research copilot for equity analysts — autonomous agents that run earnings reviews, KPI trackers, and guidance comparisons with citations.
[↗] visit app.marvin-labs.com

See full data, pricing and alternatives on the Fira Research profile page, or the Marvin Labs profile page.