Massari vs. AI document analysis

More than the documents. The market behind them, too.

Hebbia runs AI across your documents, filings, and connected data providers, brilliantly. Massari adds the live market, options, and portfolio tools it doesn't — every figure clickable to its SEC source.

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Documents are the start, not the whole job.

Hebbia is genuinely good at what it does — pointing AI at a stack of documents and getting structured answers back across all of them. Massari reads filings and transcripts too. But investing isn't only working through documents. It's the numbers, the positioning, and your portfolio, and those live somewhere else.

Massari puts it in one place: SEC-grounded fundamentals, live market and options data, and portfolio analytics — with an AI analyst that reads across all of it, and every figure traceable to the exact filing behind it.

MassariHebbia
Everything you’d expect
AI across filings & documents
Answers in plain English
Work across many documents at once
Where Massari goes further
Every figure clicks through to the immutable SEC filingCites the documents & data you connect
Live market, options & dealer positioningFundamentals & filings via data providers
Quantitative factor screening across the whole marketCompany discovery via data providers
Portfolio construction & risk tools
AI agents grounded in live market & your portfolioAgents over documents, filings & data providers

Beyond the document

Live market data, options positioning, and portfolio tools — not only the documents you feed in.

A standing dataset

A grounded, always-on financial layer — not a fresh upload each time you have a question.

The whole workflow

From a company's filings to your portfolio's risk — one grounded platform.

Strategize. Analyze. Capitalize.

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