By Workflow
Four workflows. One platform.
Features describe what the product does. Solutions describe what actually happens across the analyst's week. Four recurring workflows compose the same underlying capabilities into different shapes, with citations preserved end to end.
Earnings Season
The most mechanical, most predictable, most time-consuming workload in the analyst year. A four-stage sequence compresses the reading phase so the judgment phase gets the time it deserves.
Management Quality
Track what management has actually committed to in the public record, then grade them on delivery. Soft impression becomes structured, auditable evidence.
Coverage Expansion
Up to ~40% of routine research time can be reclaimed by automating the mechanical reading phase. The interesting question is what a team does with the recovered capacity.
Tailored Outputs
Configure the format once. From then on, every release produces a draft in your firm's template, with white-label branding and citations preserved.
Earnings Season
Earnings Season Without the Reading Marathon
Twenty names. Sixty primary documents. Three weeks on a deadline. The reading and extraction phase is the largest mechanical workload in the analyst calendar. Marvin compresses it so the judgment phase gets the time it deserves.
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Management Quality
Management Quality, Beyond the Vibe Check
Every analyst agrees management quality matters. Most evaluate it on a handshake and a hunch. Marvin grades management on the public record: what they promised, whether they delivered, and whether the misses get explained or quietly dropped.
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Coverage Expansion
Wider Coverage Without Wider Headcount
Up to about 40% of routine research time can be reclaimed by automating the mechanical reading phase. The interesting question is not whether that compression is real. It is what a team chooses to do with the recovered capacity.
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Tailored Outputs
Research in Your Format, Not the AI's
A first-look note for the sell-side desk. A weekly coverage update for the PM. A client-meeting brief for the wealth advisor. Configure the format once and the agent produces it in that shape on every release, with citations and white-label branding intact.
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Looking for something else? Use cases by role covers the buy-side, sell-side, and wealth advisory perspectives. The features catalogue covers the underlying capabilities that compose into all of these workflows.