Operator → Raha → Nima
Continue manually from the brief. Nima fixes the folder scope and tests the same case; full Drive access is not the fix.
Product facts may become stale, Drive access may fail or model output may weaken. Users need a support contact and technical owners need failure and cost visibility. Define ownership, monitoring, manual fallback and how a changed version is reviewed.
Continue manually from the brief. Nima fixes the folder scope and tests the same case; full Drive access is not the fix.
Inspect the trace, add the case to the Dataset, revise with brand examples and compare scores. Do not release before review.
Run current and proposed versions on the same Dataset. Compare quality, behavior and cost; the work owner then decides whether to replace it.
FIELD, its figures, conversations and decisions are fictional worked examples.
The builder reruns the same tests and scoring criteria on the new version. The reviewer compares old and new outputs. A version with weaker quality or changed authority does not automatically replace the current one.
Nima has a proposed revision to improve tone. Run the same campaign Dataset on both versions, then Leila compares the outputs.
Brand score: 3.6/5
Email copy was generic and needed concrete brand examples.
Prompt revised with brand examples; results not measured yet.
Compare the same inputs, claims, approval, duplicate handling, tone and cost.
FIELD, its figures, conversations and decisions are fictional worked examples.
Review incidents, quality, cost and adoption regularly. Use these records when deciding whether to continue or expand.
Send the campaign ID and failing step to Raha in #ai-campaigns. Nima inspects the Activepieces run and Langfuse trace. Keep the flow stopped if sources or permissions fail; the team continues manually from the brief.
Test the proposed version on the same cases. The quality reviewer and work owner review the comparison. Retain the previous version and manual path until the new one is accepted.
FIELD, its figures, conversations and decisions are fictional worked examples.