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Expert analysis, market insights, and industry trends in structured finance and securitization markets.

Mar. 25, 2026Structured Finance6 min read

What a Production Cashflow Report Looks Like

We ran Mercedes-Benz Silver Arrow Compartment 20 through a production cashflow engine and published the full report. An AI agent reads the document. A deterministic engine runs the scenario. A standardized template produces the output. Every deal, same format, same standard.

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Samuel Griek

Featured
Feb. 28, 2026Structured Finance6 min read

The CLO Market Is Outgrowing Its Tools

CLO ETFs crossed $35 billion. Retail money is pouring in. The market has never moved faster, but most deal team workflows have not kept pace.

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Samuel Griek

CLO market growth outpacing analytical infrastructure
Featured
Feb. 5, 2026Structured Finance7 min read

I Watched an AI Agent Model a EUR 744M Auto ABS Deal from Scratch

We gave an AI agent a PDF and it built a complete cashflow model. No manual entry, no templates. Here is what happened with Mercedes-Benz Silver Arrow.

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Samuel Griek

AI agent executing waterfall calculations on a live auto ABS deal
Featured
Jan. 29, 2026Structured Finance8 min read

Turning an Offering Circular into Model Inputs Without Losing a Day

The bottleneck in structured finance is not reading faster. It is operationalizing deal mechanics. A repeatable workflow for document extraction.

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Samuel Griek

Turning an Offering Circular into Model Inputs Without Losing a Day
Jan. 22, 2026Market Analysis9 min read

When the SaaS Storefront Loses Foot Traffic: What the Evidence Says About AI

AI is shifting value from SaaS interfaces to the infrastructure agents trust. Evidence from analysts shows why the seat-based model is weakening.

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Samuel Griek

When the SaaS Storefront Loses Foot Traffic: What the Evidence Says About AI
Oct. 27, 2025Technical Architecture15 min read

Business Requirements as Code: Rules-Guided LLM Validation

How to build LLM pipelines with complex business logic using structured, version-controlled rules. 100% success rate on real structured finance data.

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Samuel Griek

Business Requirements as Code: Rules-Guided LLM Validation