Solution
For data-operations leaders and financial data teams at data providers and research firms: 150,000+ documents a year extracted, validated, and traceable to source — without country-by-country tooling.
The problem
Annual reports and filings from dozens of countries, in diverse formats and languages, extracted and standardized manually.
Every country brings its own formats and language, multiplying tooling and analyst effort across the coverage universe.
Data volumes grow faster than the team can, and tying a published number back to its exact source is unreliable when done by hand.
The product, not a promise
How it works
Documents arrive in bulk, plus automated retrieval through 20+ registry integrations.
Agents pull EBIT, EBITDA, and revenue, computing derived values with transparent methods.
Intelligent hyperlinks tie every extracted figure back to its exact source document.
Real-time alerts flag data issues instantly; audit logs track every step.
Low-confidence cases route to human review, holding accuracy at 99%.
Who it's for
Data operations analyst
Head of data operations
Data quality / audit
A global leader in private market data and investment insights — serving asset managers, investment firms, and financial professionals worldwide — was processing more than 150,000 financial documents a year manually. The documents came from multiple countries, in diverse formats and languages, which made extraction and standardization slow and expensive. Linking an extracted number back to the exact place it came from was hard to do reliably by hand, and with data volumes growing faster than headcount, the operation had hit its ceiling.
Botminds put AI agents on the pipeline. They extract the key financial metrics — EBIT, EBITDA, revenue — and compute derived values using transparent, inspectable methods rather than opaque formulas. The solution reads documents in more than 30 languages, so global coverage runs through one pipeline instead of country-by-country tooling. API integrations with over 20 registries automate the regulatory data retrieval that analysts previously did source by source.
Two features do the quality work. Intelligent hyperlinks connect every extracted figure to its source document, giving full traceability by default. And a human-in-the-loop stage catches what the models are unsure about: low-confidence cases route to a person, keeping accuracy at 99% while the confident majority flows straight through. A live dashboard shows processing and performance in real time, and automated alerts flag data issues the moment they appear.
This client sells data. A wrong number is the product failing in front of a customer. Traceability to source, transparent derivation methods, audit logs on every step, and human review where confidence drops are what make automated extraction fit to publish. Scale came from the agents; trust came from the governance around them.
Objections, answered
Confidence routing. The models score every extraction, confident cases flow straight through, and low-confidence cases route to a human reviewer with the source document alongside. Accuracy is measured continuously in production rather than claimed from a benchmark.
No — the pipeline reads documents in more than 30 languages, so global coverage runs through one pipeline instead of country-by-country tooling. Registry retrieval is automated through 20+ API integrations that analysts previously worked source by source.
Every extracted figure carries an intelligent hyperlink to its exact source document, and every processing step lands in the audit log. Tracing a number from your product back to the filing it came from is a click, not an investigation.
Output arrives in the structure your downstream systems consume, with derived values computed by transparent, inspectable methods. Intake connects to your document feeds and the registry integrations, so the platform slots into the pipeline you already run.
Watch extraction run across languages and formats — every figure linked to its source, and the uncertain ones routed to review.
Request a demo