Finance

16/1359 → 33/990; +2.16 percentage points of formation share.

Look closely at this batch and a clear split emerges between companies automating the back office of finance and companies trying to automate the front office judgment calls of finance. Numeral, Chart, Mogara, and Cedalio sit on the compliance and accounting side, chasing sales tax filings, IRS records, R&D capitalization, and invoice matching, work that is procedural and rules-based. Meanwhile Benchmark, VectorShift, Metal, Clarum, and Fintool are going after deal screening, diligence, and institutional memory for investment firms, work that used to require a human analyst's judgment. That second group explains why the closely related "Investing" and "Asset Management" formations are growing faster, at 3.30x and 3.77x versus this formation's 2.83x: capital is rewarding the harder, judgment-heavy layer more than the compliance plumbing underneath it, even though both layers are being built by the same cohort of companies. The pattern holds even in niche verticals, where Palomma applies the same underwriting-and-agents playbook to LatAm real estate rent flows and Casca applies it to small business lending, suggesting the template of "agents plus embedded financial product" has become general enough to port across sectors rather than staying specific to any one of them. This wave has been possible since 2023, when GPT-4-class models first got reliable enough at reading messy financial documents and unstructured deal data to make document-heavy workflows like tax spreading, diligence memos, and policy quoting tractable to automate rather than just assist.

These share a word with “Finance” but are tracked as separate categories. The real overlap below is the actual share of Finance’s companies also found in that category — not a guess.