Latest Insights

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

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 parameter entry, no templates. Here's what happened when a hybrid agent with RAG and deterministic tools modeled Mercedes-Benz Silver Arrow Compartment 20 end-to-end.

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

In structured finance, the bottleneck isn't reading faster. It's operationalizing deal mechanics with fewer missed links. A repeatable workflow that treats document extraction as an engineering problem.

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 and market data shows why the old seat-based model weakens and what durable SaaS looks like next.

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 documentation. Proven approach achieving 100% success rate on real structured finance data, 75% token reduction, and complete audit trails for regulated financial document extraction.

Samuel Griek

Business Requirements as Code: Rules-Guided LLM Validation