Notes from the credit intelligence layer

Research, practitioner guides, governance playbooks, and product notes on agentic credit infrastructure, from the team building CILayer.

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GuideLatest

Default Rate Attribution: Key to Portfolio Assessment

People in credit & lending risk teams often mention that their default/delinquency rates have been dropping (or increasing).

Ankit TanwarAug 14, 2026 · 1 min readRead →

Research

"Cash flow underwriting has an adverse selection problem. Or not?"

Ankit TanwarJun 11, 2026 · 2 min read

Insights

Cash flow underwriting isn't just about applying credit scores — it's about the underlying factors that drive risk.

Ankit TanwarJun 2, 2026 · 2 min read

Research

Keep seeing this prediction in my feed: every major lender/fintech will eventually have its own cash flow risk score.

Ankit TanwarMay 28, 2026 · 2 min read

See the layer on your own portfolio

Product walkthroughs and working sessions with the team building CILayer, consumer or commercial.