See the work around the model bill
Compare observed model and runtime spend per accepted-task equivalent. Show steering, retries, CI repair, review changes, rework, and defects only where coverage exists.
Vendor charts show usage and token spend, but they cannot tell you whether the next setup will deliver accepted work across your repositories, review standards, and workload mix. Fullbeam reports accepted-task economics and keeps missing engineering-effort evidence visible on the decision trail.
Each result stays tied to the Stack Release, workload, repository state, and coverage that produced it. If evidence is missing, the gap remains visible in the release call.
Compare observed model and runtime spend per accepted-task equivalent. Show steering, retries, CI repair, review changes, rework, and defects only where coverage exists.
A candidate can move to canary for routine maintenance, stay restricted for database migrations, and remain under evaluation for security-sensitive work until the sample grows and the missing runtime coverage is repaired.
Show projected savings only where workload volume, cost attribution, evidence coverage, and outcome quality support the estimate.
Each promotion, restriction, override, and rollback stays linked to the Stack Release, repository states, excluded cases, qualification policy, runtime coverage, and accepted outcomes behind it.
Spend less where the candidate is equivalent, and keep the stronger release on workloads where the lower-cost option still needs too much engineer help.