Blog

Notes from the workbench.

Tests we ran, what the model actually returned, and what a DAM should do about it. Every post ships with its prompts and its raw results.

A Cane Corso and two pug puppies, the test image behind the drift test

A test, with the results

We Did the Homework

2 September 2026 · 10 minute read · BETTER! Technical Staff

One image. One prompt. Ten runs. Then the same image, the same model, ten more runs, asked properly. What a DAM gets back when you just ask, and what it gets back when you give the model a schema, the file's own metadata, and one word for "I don't know."