Perspectives
Insights
How private-capital documents become provable analysis — deterministic modeling, benchmarking against a growing memory, and the decision record beneath it.
01
Deterministic analysis vs an LLM
Why reading the document is the commodity — and what comes after.
02
The four limitations of private-capital data
No standardized terms, no comparability, sparse data, opaque attribution — and what closes each.
03
GP-side vs LP-side
One engine, both sides of the table: how managers and allocators analyze a deal.
04
What “built for SOC 2 Type II” means
A plain-language guide to the platform’s security posture for institutional buyers.
05
Provenance and the decision record
Why a sourced, reproducible record of the analysis matters when a decision is examined.