What Should Accompany an AI-Generated Business Report?

To check an AI-generated business report, set the narrative aside and follow each number back to its record. Before a figure can support a decision, state its source, its period, what the metric counts, and how missing or incomplete records were handled. Devs Group builds its analytics offering on the same logic: define the decision, specify the systems, dates and records included, and document the gaps, since a correct calculation can still mislead when the data does not represent the question.

Put a short acceptance record beside the report. One line per material finding: finding, period, source, metric definition with its denominator, whether input data is missing, estimated or stale, and who reviews it. Devs Group describes the fuller version as a data-source register with access owners and a refresh schedule, agreed rules for duplicates and incomplete records, and a report that keeps observations, calculations, hypotheses and recommendations apart.

Test the method on one funnel question, as an illustration, not a claimed result. For one defined period, compare enquiries received with qualified records, accepted handoffs and completed outcomes, then group unresolved records by observed status, such as missing qualification or unaccepted ownership. Label every figure with its period and source, and keep missing values missing: a gap in an export is not zero, and a chart that turns blanks into zeros distorts the stage with the worst coverage. Review a sample of the grouped records with the owning team before recommending a change.

On a platform such as Microsoft Power BI, the documentation says where to look. Refresh history records whether each synchronization cycle succeeded or failed, and a refresh can complete with warnings, leaving affected calculations returning errors or blanks while the status reads completed. Data refresh and query-cache refresh are separate steps, so a green entry does not prove the views are current. Compare the last successful refresh time with the freshness your decision needs, and keep a failed refresh visible so a stale report cannot look current.

Where a report includes an AI-written summary, Microsoft documents both what it covers and where its limits sit. Copilot summaries in Power BI are grounded in the report’s visualized data and cite the visuals they draw on, but their reach depends on the limits of the visuals, filters, data volume and experience in use, and for some larger or table-based cases the answer is built from the semantic model behind the report rather than from the visual itself. Treat a summary as a reading of the report’s data within those limits, and confirm any figure you intend to act on against the source and scope its citation references before relying on it.

Keep two kinds of sentence apart. An observation states what the data shows over the period; a cause claims one change produced another, and needs a comparison, consistent measurement and an account of other explanations. A report can carry both, provided they are labelled differently and a named person owns the review of whether to act and how the result will be measured. The report supports the decision. It does not guarantee the outcome.