Desired result
A defined, reviewable outcome
Deliver a scheduled report package with consistent calculations, source timestamps, exceptions, commentary drafts, and a human-approved distribution step.
Business workflow
Automate Recurring Business Reporting
Replace repeated copy-and-paste reporting with a governed workflow that preserves metric definitions, data lineage, review steps, and accountable interpretation.
The problem
Where the workflow breaks today
Recurring reports consume analyst time and can drift when teams use different date ranges, filters, or definitions for the same business measure.
How the workflow works
Move from trigger to accountable handoff
Set report definitions
Record approved sources, owners, time zones, filters, calculation rules, and expected refresh cadence.
Collect and validate
Retrieve permitted data, test freshness and completeness, and stop when required inputs are missing.
Calculate and explain
Apply defined transformations, compare periods, and draft commentary that separates facts from interpretation.
Review and distribute
Present supporting tables and exceptions to an owner before sharing the report with its audience.
Agents involved
Assign a specific role to each stage
Agent roles describe possible workflow responsibilities. Final configuration and availability depend on the selected implementation.
Report Generator Agent
Assembles the recurring report package.
View details →Data Analyst Agent
Checks trends, anomalies, and calculation context.
View details →Spreadsheet Analyst Agent
Validates structured tables and formulas.
View details →Integrations involved
Connect only the systems the outcome needs
Google Workspace
Sheets source tables, Drive files, and report documents.
View details →Microsoft 365
Excel data, OneDrive files, and Teams delivery.
View details →Airtable
Operational records and structured status fields.
View details →Human approval points
Keep consequential decisions with people
Approval design should reflect the actual risk, audience, and permissions of this workflow.
✓Have metric owners approve definition changes and material commentary.
✓Block distribution when source data is missing, stale, or inconsistent.
✓Keep financial, personnel, and customer-level reports limited to authorized recipients.
Example workflow
Weekly operating review
Every Monday, the workflow checks source freshness, updates a fixed scorecard, flags incomplete inputs, drafts explanations for large movements, and sends the package to an operations lead for approval.
Workflow boundary
An example, not a promise of availability
This illustrates how roles, integrations, and controls can be arranged. Connection support and final behavior must be confirmed during implementation.
Implementation considerations
Decisions to make before execution
✓Version metric definitions and report templates.
✓Agree on late-data and partial-data behavior.
✓Keep source links and refresh timestamps with each output.
✓Treat generated commentary as a draft, especially for financial decisions.
Related workflows
Continue from an adjacent business outcome
FAQ
Questions to resolve when planning this workflow
Can the workflow decide what a metric means?
Metric definitions should come from accountable owners. The workflow can apply and monitor those definitions, not invent them.
What happens if a source is unavailable?
The run should identify the missing source, avoid presenting incomplete figures as final, and route the report for review.
Discuss this workflow with our team.
Bring the outcome, current systems, approval needs, and exception paths you want to design.