Northwind Production
Chat Assistant
moderateconfidence medium — a separate axis from tier; low confidence never auto-decidesNorthwind Production›Customer Supportdeclared · declared by customer›Chat Assistantwf-09e5b6f4read throughGVNorthwind Vertexnw-prod-billing-01AFNorthwind Foundrysub-8841-northwind
Where this came from
Every figure below is only as trustworthy as the account it was read through
- Application
- Customer Support
- identified by declared · declared by customer
- Project
- Northwind Production
- Northwind Retail Group
- Fingerprint
- wf-09e5b6f4
- declared by the customer
Cost
30-day spend
$1,800
LOGGEDOn recommended path
$1,950
MODELLEDCosts more — a real result. Sometimes the recommendation is don't move.
Share of attributed spend
5%
Current → recommended (diffed against production)
In production today
gemini-2.5-pro
reasoning medium · cap 2,048
Recommended
gemini-2.5-flash
reasoning medium · cap 2,048
- Δ model: gemini-2.5-pro → gemini-2.5-flash
Replay evidence
No measured evidence for this workload.
Replay was not run here, so every quality and cost figure above is modelled or assumed — and labelled as such. This is the common case, not an error.
cannot say — session identifiers do not exist in this log source