Case study · Confidential engagement
ConfidentialBudget questions, answered with a trail.
A budget-intelligence agent inside Microsoft Teams turns variance, alerts, and trends into plain-language answers that remain deterministic and auditable.
- Sector
- Finance
- Function
- Finance operations
The operation
The engagement centered on budget intelligence inside Microsoft Teams. The operating questions were variance, alerts, and trends, expressed in plain language.
What AI should own
The agent had to turn budget information into plain-language variance, alerts, and trends while keeping every result deterministic and auditable.
What shipped
A budget-intelligence agent inside Microsoft Teams, designed to answer in plain language and preserve an auditable trail.
Reconstructed audit trail
The answer is only useful if the trail survives it.
This redacted reconstruction shows the approved control shape: a question in Microsoft Teams, plain-language variance, and a source trail that keeps the output deterministic and auditable.
Illustrative reconstruction. No bank data, values, or interface is shown.
- 01Question
- Content redacted
Received in Microsoft Teams
- 02Variance
- Value redacted
Explained in plain language
- 03Source
- Identifier redacted
Attached to the answer trail
Deterministic · auditable · 100% traceable
The numbers
Three sprints took the engagement to a bank-validated agent. No broader rollout or outcome number is claimed here.
- 3 sprints
- to a bank-validated agent
- 100%
- traceable
What runs today
The cleared record confirms a bank-validated agent. The bank remains unnamed, and this page does not infer a production scope beyond that validation.