Blog

Research May 2026
We stress-tested our alpha claim. Here's what we found.

Equal-weighted benchmark, pre-flag equity drift, Merton Distance-to-Default, and FF3 factor adjustment. Does −22.4% survive scrutiny?

Case Study May 2026
What's going on with Chevron?

Our tool flagged Chevron's FY2024 10-K at 1.7× the distress ceiling. We published the analysis, tracked what happened, and updated the record. The Hess deal closed. Venezuela operations ended. The stock hit an all-time high.

Research May 2026
We analyzed language drift in 4923 SEC 10-K filings over 10 years. Here's what the data shows.

The backtest across 7069 flag events. How the signal is constructed, what it predicted, and where it missed.

Case Study May 2026
What 10-K language drift actually looks like — four annotated examples

SVB, Bed Bath & Beyond, Party City, Rite Aid. What the filings said, why the scores were high, and what happened next.

Case Study May 2026
SVB's final 10-K: what the language showed before the bank run started

The filing date was February 24. The FDIC arrived March 10. What happened in between, and what that window means.

Research May 2026
Why we used embedding models instead of LLMs — and when that's the right call

Determinism, cross-sectional comparison, no context window — five reasons the tool most people reach for was the wrong one here.

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