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Product4 min readMay 1, 2026

Snapshot product update: per-model verdicts and alternatives drift

What shipped this month, what changed about the deliverable, and what is coming next for teams running their first Snapshot.

MT
Mia TanakaProduct, viziblty

Two changes shipped in the last sprint that should make the Snapshot more useful for teams trying to act on the findings quickly.

Per-model verdicts

Every prompt is now sampled against four models in parallel. You see the verdict for each one, not a single blended score, so you can prioritize fixes by where your customer actually prompts.

Alternatives drift

We now track which alternatives appear across runs and flag the ones gaining ground. If a competitor starts showing up in three more prompts than last month, you will see it in the report.

What is next

Team-led readouts are moving from optional to default for every Snapshot. The goal is to make sure no team ends a report wondering what to ship first.