Definitions and sources stay governed
Metrics use the approved definition, period, source, and refresh state for the reporting purpose.
AI agent use case
Operational reporting preparation
Assemble governed source data, explain changes, and prepare recurring management reporting.
Business challenge
Recurring reports combine governed data, business definitions, prior-period context, known events, owner commentary, and distribution policy. Production becomes fragile when analysts must manually rediscover sources and explain every variance from scratch.
Workflow blueprint
From a valid trigger to accepted work.
Capability: Find, analyze, and prepare. Trigger: A reporting calendar, period close, or material operating event opens an approved reporting cycle. Control boundary: Owner review before formal distribution.
- 01
Confirm the reporting scope
Establish period, audience, metrics, definitions, source systems, comparison basis, owners, deadline, and distribution policy.
- 02
Assemble governed data
Retrieve approved datasets and prior reporting with source, refresh time, definition, and ownership visible.
- 03
Reconcile and explain change
Check completeness and consistency, identify material movements, and connect possible explanations to operating evidence.
- 04
Prepare the report
Build the agreed views, narrative, source notes, open questions, and owner requests without presenting inference as fact.
- 05
Route review and preserve the record
Capture owner changes and approval before distribution, then retain the final report and its supporting evidence.
Context & systems
The agent needs more than a prompt.
Context is matched to the task and decision, with source authority, recency, identity, and workflow purpose visible.
- 01
Approved metric definitions and reporting calendar
- 02
Governed datasets, refresh state, and source ownership
- 03
Prior-period reports and accepted adjustments
- 04
Operating events, initiatives, and owner commentary
- 05
Review authority and distribution policy
Control points
Autonomy expands inside proven boundaries.
Each boundary describes where policy can continue the work and where accountable authority must remain visible.
Explanation remains evidence-backed
Facts, owner commentary, and agent-generated analysis remain visibly distinct.
Formal distribution requires review
Reports follow the accountable owner and audience policy before becoming an operating record.
Success measures
Measure whether the work was accepted.
Targets are established against the customer's baseline. These are measurement categories, not performance claims.
- 01
Time to a review-ready operating report
- 02
Required metric and source completeness
- 03
Owner changes to prepared explanations
- 04
Reporting rework caused by data or definition issues
Evaluate the operating reality
Assess this use case in your environment.
Define the outcome, context, systems, authority, exceptions, and production measures with Coryntas.