Put premium models on the work that needs them

See which models your team runs, on what kind of work, at what cost

Start free for up to 5 engineers. Spend by kind of work comes with Pro.

Half your team switched to the newest top-tier model the week it launched, and never switched back. It is brilliant at untangling a race condition. It is also writing your changelog entries.

The Problem

Engineers pick a model once and keep it. That's reasonable for each of them and expensive for all of you. The price gap between models is large, and the provider bill doesn't say which one ran on which kind of work.

How It Cascades

The most expensive model ends up on renames, test fixes and docs.

Teams argue about model policy from taste, not data.

A cheaper default never gets tried because nobody can show it would hold up.

The Insight

Model choice only matters relative to the work. Put model and kind of work side by side and the expensive mismatches stand out.

The Solution

VibeCheck's Usage page has a model ledger: every model your team ran, grouped by Claude Code, Codex or Cursor, with tokens or estimated cost over the period you pick, plus how much input was served from cache. People pages show each engineer's leading model by spend. In Sessions, filter to one model and one kind of work, say a premium model on bugfix or explore, and sort by cost. Open a few to see whether the extra spend bought anything: did those sessions plan, test and land without rework?

The Outcome

You set a sensible default model by kind of work, keep the premium model where the sessions show it earns its cost, and see the effect in the next month's model ledger.

Questions

Every model your team runs in Claude Code, Codex and Cursor, priced from each session's own tokens, cache included, at current published reference prices. Tokens on a model without a published price count toward token totals and add nothing to cost, so nothing is guessed.

Yes. Your organization's spend by model is on Free for up to 5 engineers. Putting model next to kind of work, and each engineer's leading model, comes with Pro.

No. It shows which model ran on which kind of work and how those sessions went. You set the default; the next period's model ledger shows whether it held.

See which model runs on what

Spend by model and kind of work across Claude Code, Codex and Cursor.

Start free for up to 5 engineers. Spend by kind of work comes with Pro.

After you sign up

  1. 1InstallThrough your MDM, or one command per laptop.
  2. 2SessionsEach one appears as it finishes, priced and read.
  3. 3Weekly RewindOn Pro, the Monday after an engineer’s first week.