A dev.to teardown models Know Your Business as asynchronous graph resolution over corporate registries, where the entity-level verdict depends on the KYC results of every natural person the traversal turns up.
Reality
- Evidence38
- Adoption
- Insufficient
- Hype gap+15
- Incentives
- Insufficient
- Confidence45
The Finance Agent Benchmark scores agents on recent SEC filings using Google Search and EDGAR access, and its best reported result is OpenAI's o3 at 46.8 percent accuracy and $3.79 a query. A full pass runs about $2,035.
Reality
- Evidence58
- Adoption
- Insufficient
- Hype gap+10
- Incentives57
- Confidence55
Gemini Enterprise for Financial Services puts a managed research agent behind entitlement-aware connectors to six commercial data vendors. The launch material never says how those licences price a machine reader.
Reality
- Evidence30
- Adoption32
- Hype gap+38
- Incentives74
- Confidence45
Emeth Value Capital's H1 2026 letter describes memory makers out-earning their 18-month-old market caps and compounders derated pre-emptively. Then it shows how the derating happens.
Reality
- Evidence30
- Adoption22
- Hype gap+32
- Incentives72
- Confidence38
A developer's design note on OpenThesis argues that unreliable AI company research is an architecture problem, not a prompting one, and splits it into failure modes with different fixes.
Reality
- Evidence34
- Adoption
- Insufficient
- Hype gap+12
- Incentives58
- Confidence41