The EquiVault blog
Show the receipt.
How we build, why the AI never writes the numbers, and what a defensible thesis actually looks like. Educational analysis, no hype.
All posts
4 min read
20 minutes to a defensible thesis (not eight hours)
A walkthrough: pick a company, ask Atlas, watch the thesis narrate itself on the canvas — every number clickable back to its filing. Educational, not advice.
- workflow
- product
- how-to
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4 min read
European coverage is a second-class citizen everywhere else
US research tools treat European filings as an afterthought. EquiVault covers ~4,000 European companies natively — ESEF + Companies House, EU-hosted, 6 languages.
- europe
- coverage
- product
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5 min read
Why our AI never touches the numbers
Most AI research tools let the model invent the figures. Ours can't. How EquiVault fences the LLM to interpretation and puts a receipt on every number.
- verifiable-ai
- how-we-build
- product
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