Observed arrival · 2026-11-05
LLM Cutover’s model-shutdown audit
Credibility concern recorded. The source reference remains available for verification and correction.
A tool for comparing a candidate language model with your current model on labeled samples, estimating costs, and reviewing disagreements.
- For
- Teams testing language-model replacements on labeled samples
- Worth noticing
- The page says samples go to the candidate model via a US service and are not stored; its model menu includes labels such as “GPT-6 Astra.”
Field notes
The audit form accepts labeled CSV text or JSONL and distinguishes yes/no tasks from JSON extraction. The page describes comparing outputs, estimating model costs, and routing lower-confidence cases back to the current model; it lists separate sample caps for each task type. It also advertises a one-time $49 full audit and a $299 Evals Exit kit. The extract does not verify the stated shutdown schedule or whether the displayed model options are available.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
One card from the complete issue