A source and metric map
The inputs, owners, reporting periods, field mappings, and agreed calculations behind the report. Definitions stay visible when the data changes.
Reporting & analytics
Reporting automation and analytics. Numbers you can trace.
Turn scattered exports into a repeatable management report or dashboard. Define the metrics, check the inputs, and give the report owner a refresh routine with source evidence and unresolved differences kept visible.
Reporting workspace
A useful handoff
Weekly operating report
| Input | Check | Next step |
|---|---|---|
| CRM export | Fields complete | Prepare pipeline view |
| Finance export | Period mismatch | Confirm reporting dates |
| Report draft | Source notes attached | Owner review |
Example states show how an unresolved input stays visible before a report is shared.
Built around your work
When this makes senseRecognize
Recognize
the friction?
The same report gets rebuilt every week. Someone downloads the files, reconciles different definitions, and explains why this version differs from the last. A better reporting workflow keeps those decisions in the process, so the next reporting cycle does not depend on remembering how the previous one was assembled.
A good fit when…
A weekly or monthly report is still assembled by copying between spreadsheets.
Different teams use the same metric name for different calculations.
A report needs clear source references and an owner for missing or conflicting inputs.
Tangible work
What you take away.
A repeatable report or dashboard
The agreed management view and preparation workflow, with completeness checks, source references, and a clear place for unresolved differences.
A reporting runbook
Instructions for refreshing, reviewing, correcting, and rerunning the output, including what to do when an input is late or a definition changes.
Put it to workReal tasks.
Real tasks.
A more useful way through.
Find a starting point for your team.
01
Rebuild one recurring report
A focused starting point for a management report that takes too much manual preparation.
Explore the workflow 02Coordinate month-end evidence
Bring reconciliation inputs, differences, and review status into a clearer close pack.
Explore the workflow 03Improve the CRM behind the report
Find missing ownership and inconsistent fields before they distort pipeline views.
Explore the workflowOne possible workflow
From input to a clear next step- 01 / The starting point
The weekly reporting cycle begins with agreed CRM and finance exports.
- 02 / The right context
Check reporting periods, required fields, and the definitions used for each metric.
- 03 / Prepared for review
Prepare a management view with source links, a comparison to the prior period, and unresolved differences.
- 04 / A person decides
The report owner checks exceptions and approves the version shared with the team.
From first conversation to handoffA clear start.
A clear start.
An agreed finish.
- 01
Agree what the report means
Walk through the existing output with its owner. Identify the decisions it supports, define each metric, and separate calculation questions from missing source data.
- 02
Connect and check the inputs
Build the preparation path around the agreed sources. Keep period checks, missing records, and conflicting values visible before they reach the final view.
- 03
Rehearse the next cycle
Run ordinary inputs and a late correction through the workflow. Compare the report with its source records and hand the refresh and review routine to its owner.
Agree the scopeAgree the scope
Agree the scope
and the limits.
Scope starts with named reports and available sources. Replacing a data platform, defining unresolved accounting policy, and introducing new source systems are separate decisions. The seven-day format applies only to the separately scoped Reporting Rebuild.
Security and data questions ↗A few useful answers
Before we begin.
What does a reporting automation project deliver?
A scoped project can deliver a source and metric map, a report or dashboard, and a refresh runbook. Define the reporting period, calculations, input owners, and review steps. A first scope works best around one report that already supports a clear business decision.
Do we need a new analytics platform?
Not necessarily. The useful output may feed the spreadsheet or reporting tool already used by the team. Assess the available exports and interfaces, the required refresh frequency, and the people reviewing the numbers before selecting an integration or changing the reporting platform.
What determines reporting automation cost?
Cost depends on the number and condition of sources, metric definitions, reconciliation rules, refresh frequency, and output requirements. Historical cleanup and changes to source systems can add separate work. Identify platform, hosting, and support costs alongside the initial reporting scope.
What affects the reporting project timeline?
Source access, agreed metric definitions, and the report owner's availability are key dependencies. Late inputs, inconsistent periods, and unresolved accounting rules can delay a repeatable result. Agree the specific report and source requirements before setting the delivery plan.
Where is AI useful in a reporting workflow?
AI can help organize written commentary or prepare an explanation of a flagged difference using approved evidence. Calculations, period checks, and reconciliation rules should remain explicit and reproducible. A reviewer should be able to trace each material figure to its source and definition.
Who maintains the report after handoff?
Assign owners for source delivery, metric definitions, refresh failures, and final review. The runbook should cover late corrections, reruns, and changed fields. Changes to the report and continuing monitoring need an agreed support arrangement or a named internal owner.