AI equity research for analysts
More time for the work that actually builds conviction
Research companies, test a thesis, and stay on top of new disclosures. Marvin Labs brings your sources and AI research into one workspace.
15+ evaluation companies · No sales call · Opens the app. Sign up with a work email.
The product
Three workflows in one workspace, each shown on a real company.
Follow the question further.
One question about Apple’s 3Q-2026 call. Read the cited results, then see management’s outlook in their own words.
Ask across companies, compare the numbers, and follow an answer back to the filing. Keep the conversation going with your own documents and data.
Explore AI Analyst ChatKeep your coverage current.
A Tesla 1Q-2026 earnings review, dated the day after the results: revenue, margins, and what moved them.
- Revenue
- $22.39B, up 16% year over year
- Gross margin
- 21.1%, from 16.3% a year earlier
- R&D expense
- $1.95B, up 38%
From the review’s opening section, as of Apr 23, 2026.
Earnings reviews, company primers, and KPI trackers that update as new disclosures arrive. Run a review when you need it or schedule ongoing research on a paid plan.
Explore Deep Research AgentsPut management’s promises in context.
Tesla’s record so far, scored against what management said it would do.
- Accuracy
- 4 of 5
- Discipline
- 3 of 5
- Met
- Robotaxi launch in two cities, Cybercab production start
- Delayed
- Model S/X wind-down, high-volume Semi production
As of 24 June 2026. Accuracy: did outcomes match the guidance. Discipline: was it reaffirmed and reconciled.
See what management committed to, what changed, and whether it delivered. Build a track record across reporting periods.
Explore Guidance TrackingConnected research
The public record, the day it lands.
Start with the public record. Add the context that makes your research yours.
New Documents
| Company | Document Name | Date |
|---|---|---|
| Transcript Morgan Stanley's 14th Annual Laguna Conference | ||
| Transcript Morgan Stanley's 14th Annual Laguna Conference | ||
| Indenture Dated September 16, 2026 | ||
| First Supplemental Indenture for C$400M 4.540% Senior Notes Due 2033 | ||
| Alexandre Arnault Appointed to Board of Directors | ||
| Transcript Dreamforce 2026 Investor & Analyst Session | ||
| Transcript BofA NY Global Real Estate Conference 2026 | ||
| Transcript Morgan Stanley's 14th Annual Laguna Conference | ||
| Underwriting Agreement for Senior Notes Offering | ||
| Third Supplemental Indenture for Senior Notes |
A selection of recent filings, earnings releases and transcripts.
Company disclosures
Filings, earnings calls, and investor materials, collected and ready to query.
The data you already use
Bring fundamentals, estimates, and macro data into your research through connected sources.
Your own research
Add broker notes and internal documents alongside the public record, private to you.
Live research
From the field
Recent AI-generated earnings reactions.
No account needed to read.
For your desk
Built for your desk.
Buy-side
Pressure-test your next investment.
Get through the disclosures. Make room for management calls, channel checks, and an independent view.
Sell-side
Go beyond the earnings recap.
Build on source-cited research to develop your sector view and the conversations clients value.
Wealth management
Walk into the client conversation prepared.
Catch up on the companies clients hold, with talking points and the sources behind them.
Writing
Recent writing

Features·Sep 9, 2026
Marvin 2.0 Is Live in AI Analyst Chat and Deep Research Agents
Marvin 2.0 is live. It is the AI behind AI Analyst Chat and Deep Research Agents: native multi-company analysis, faster and more accurate financial lookups, better citation fidelity, file attachments in chat, and more than 30 sources through the connector catalog.

Live with Marvin·Sep 2, 2026
AI Capex vs Returns: Signs of the First Plateau
AI demand is not slowing, but the returns are concentrating. Where the excess margin actually sits, why the funding mix is deteriorating faster than the spending, and the disclosures equity analysts should track over the next twelve months.

Features·Aug 18, 2026
Connectors: MCP Servers We Host for You, Starting with US Legislation
Connectors are MCP servers Marvin Labs hosts and authenticates. You do not add a URL or an API key. The first covers the full text of US federal legislation from GovInfo, with more US Government data to follow.
Put it to work on a company you know.
A free evaluation account, 15+ companies, and 1,500 AI credits to explore AI Analyst Chat and Deep Research Agents.
