Solution
For investment research and back-office coverage teams tracking private equity portfolios: daily crawling across fund sites, portfolio company pages, and press releases, resolved into one standard, source-linked report per company.
The problem
Hundreds of PE funds, each holding 100+ investments, and a monthly window to research all of them — an SME-led sweep that is subjective, slow, and error-prone.
Every fund presents its investments differently on its website; some details exist only on the portfolio company's own site, others only in press releases.
Batch-driven coverage means changes sit undetected for weeks, and the quality of what ships depends on who did the sweep and how late in the cycle.
The product, not a promise
How it works
An intelligent crawler monitors each PE fund's website, its portfolio companies' sites, and press releases.
Key data points are pulled automatically from each source, however each fund presents its investments.
Findings across sources are consolidated into a single summary per portfolio company.
Output lands in one report format across all funds, generated in minutes.
An analyst reviews each auto-generated report before it ships — human in the loop, always.
Who it's for
Research analyst
Research delivery head
Data quality / client-facing QA
Tracking private equity portfolios is research work with a coverage problem. A leading investment research back-office provider monitored hundreds of PE funds, each holding 100+ investments — and the facts were scattered. Every fund presents its investments differently on its website. Some details exist only on the portfolio company’s own site. Others surface only in press releases. Completing quality research across all portfolio companies for all funds within the monthly window meant an SME-led process that was subjective, slow, and error-prone.
Botminds replaces the manual sweep with continuous monitoring. An intelligent crawler watches each PE fund’s website, the websites of its portfolio companies, and integrated press-release feeds — daily rather than monthly. When something changes, it gets picked up.
Extraction models pull the key data points from each source despite the format chaos: a fund that lists investments in a table and a fund that buries them in prose both resolve to the same structured fields. The platform then consolidates everything known about a portfolio company into a single summary and generates a standard report — the same shape for every fund, produced in minutes instead of weeks of analyst time.
Every report passes through human-in-the-loop verification before it reaches a client. Analysts review, correct, and approve; their corrections improve the models.
Research clients pay for defensible facts. Because every extracted claim traces back to its source — the fund page, the press release, the portfolio site — a verification question takes a click to answer. The monthly research cycle stops being a deadline sprint: coverage runs daily, standardization is built into the output, and expert time goes to judgment on the reports rather than hunting for the raw facts.
Objections, answered
Every extracted claim traces back to its source — the fund page, the press release, the portfolio company site — so verification is a click. When sources disagree, the conflict is flagged for the analyst rather than silently resolved, and no report ships without analyst approval.
A fund that lists investments in a table and a fund that buries them in prose both resolve to the same structured fields. The models learn the facts, and analyst corrections during verification keep improving them.
Each report carries its evidence: fact to source page, plus the analyst's review and approval. A verification question from a research client is answered by pointing at the source, not at a process description.
Point the crawler at a first set of funds; the initial reports are compared against your current research output. Most teams validate within days and expand coverage fund by fund from there, without a data-engineering project.
Watch its portfolio resolve into a standard, source-linked report live in the demo.
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