AI-assisted reports that keep the numbers traceable

A dashboard can show a trend without explaining what changed. AI can help draft the narrative, but calculations should come from reliable queries and checked data rather than a model guessing from a screenshot.
Microsoft’s current agent blueprints cover business workflows and measurable outcomes. The pilot suggestions below are BPV’s practical guidance. Microsoft: agent use-case blueprints.
A workable implementation
Define each metric, its time window, and its source. Calculate values in the reporting system, then provide those results to the model for a plain-language explanation. Include links to the underlying report and label possible causes as hypotheses.
Where human review matters
Do not let a fluent explanation hide missing data or changes in definitions. Check filters, duplicated records, and currency or unit conversions before publishing a management report.
What to measure
Measure factual accuracy, reviewer corrections, and time spent answering follow-up questions. Compare explanations against the underlying data rather than judging writing style alone.
How BPV can apply this
BPV can build reporting interfaces and explore AI-generated commentary over approved metrics. A pilot can focus on a weekly operational report with a named reviewer.
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