From the filing to a cited answer
Clarifo collects the reports companies publish, puts their figures into one consistent format and indexes the text page by page.
When you ask a question, the answer is built from that material, and every figure links to the report page it came from.
Four steps
The companies' own reports
The material comes straight from the companies and regulators, in its original language.
- US: SEC EDGAR filings (10-K, 10-Q, 8-K, 20-F)
- Finland and Sweden: ESEF annual reports, interim reports and stock exchange releases
- New reports are added as companies publish them
Figures in one consistent format
Financial statement figures are taken from the reports' structured data (XBRL and ESEF) into one data model.
- Income statement, balance sheet and cash flow in the same shape for every company
- Key metrics are calculated deterministically, not by a language model
- US and Nordic companies directly comparable
Text searchable page by page
Report text is indexed at page level, so every finding can be traced to a specific place.
- Search understands what you mean, not just the keywords
- Finnish, Swedish and English reports from a single question
- Every hit knows the company, year and page number
An answer with citations
Search, chat and analyses build the answer from the figures and the report text.
- Every figure links to the report page
- Save results to a workspace, export them as a report or turn them into a Visual Story

What you can rely on
Evidence before summary
An answer is only as good as its source, so the source is always shown next to the answer.
- Check any figure by opening the report page
- No figures without a source
The same data everywhere
The web platform, MCP and the Data API use the same data, so the figures match whichever channel you use.
- The web platform at clarifo.com
- ChatGPT and Claude through MCP
- The Data API for your own applications
Research, not investment advice
Clarifo provides financial data, company reports and research tools. It does not give buy, sell or hold recommendations.
Read-only access
The MCP server only reads data. It cannot create, change or delete anything in your workspaces.
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Search filings, retrieve financials and build source-backed analysis.
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