The Platform
The capabilities, layered.
Each feature on its own is useful. The value compounds when they run together against the same primary-source record, with citations preserved end to end.
The foundation
Automated Data Import. Every filing, call, and press release ingested, transcribed, and ready to query within seconds of publication.
Structured signals
Guidance Tracking and Sentiment Analysis. The data turned into a graded record of management commitments and a daily 0–100 read on tone.
Interaction surfaces
AI Analyst Chat and Deep Research Agents, with Connectors to bring fundamentals, estimates, expert networks, and your own notes into the same thread as the filing.
AI Analyst Chat
The Analyst Who Has Read Everything
Pressure-test any thesis against a company's filings, earnings calls, and press releases. Every answer is cited to the source passage so you can validate it in one click.
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Deep Research Agents
Research That Stays Current Without You
AI agents that update earnings reviews, primers, and KPI trackers automatically as new filings, calls, and press releases land.
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Guidance Tracking
A Track Record for Every Management Team
Every forward-looking statement management makes gets captured at the time, linked across the times it was restated, and scored when the period arrives. The result is a durable record of promises vs. delivery, comparable across your coverage.
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Connectors
Filings, External Data, and Internal Notes in the Same Answer
Connect fundamentals, estimates, expert networks, alternative data, or your own notes, and Chat and agents can draw on them alongside the filings, earnings calls, and press releases Marvin Labs already reads. Some sources we run. The rest take a sign-in or one key.
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Sentiment Analysis
Spot Tone Shifts Before They Hit the Numbers
A daily 0–100 score for how a management team is talking about the business. Comparable across peers, stable through history, and grounded in primary sources.
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Automated Data Import
Any Company, Any Format, AI-Ready
Instant access to all filings, calls, presentations, and other primary financial content. Ingested, transcribed, and ready to query within seconds of publication.
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Looking for something else? Solutions by workflow covers earnings season, management quality, coverage expansion, and tailored outputs. Use cases by role covers the buy-side, sell-side, and wealth advisory perspectives.