Our work Case Study
A grant and programme reporting workspace with traceable evidence
This case study examines a grant-reporting process that connects programme evidence, funding conditions, approved financial references and narrative review.
Context
nonprofits organisation
Focus
Grant requirements, reporting periods, evidence collection, source-linked drafting, programme and finance review, and retained submission receipts.
Systems and roles
Programme records and controlled document storage.
Accounting exports or reports approved by finance.
Grant reporting workspace, dashboard and permissioned knowledge retrieval.
The operating context
A nonprofit coordinating funded programmes, restricted budgets and reporting deadlines across programme and finance teams.
The challenge
Programme updates, expenditure references and funder requirements sit in different records. Preparing a report requires a clear connection between each statement, its evidence and the figures approved by finance.
AI-assisted writing introduces a further review need: a programme note must not become an unsupported impact claim. The reporting process therefore retains source links and separates preparation from substantive and financial approval.
The approach
The grant record links award conditions, reporting periods, programme evidence and approved financial references. Shared reporting definitions make the figures interpretable, while a deadline view identifies accountable owners, required inputs and review states.
A permissioned knowledge assistant retrieves approved material and prepares source-linked narrative. Programme leaders verify the substantive claims. Finance reconciles financial sections, and an authorised person submits the report. Funder-specific templates draw from the same controlled evidence records.
How the workflow works
Requirements registered
The grant record retains reporting obligations, eligible periods and named owners.
Evidence assembled
Programme updates and financial references are associated with the relevant reporting requirement.
Draft prepared
Approved templates or AI assistance prepare a source-linked narrative without adding unsupported outcomes.
Report reviewed
Programme and finance reviewers confirm claims, figures and required attachments.
Submission recorded
The authorised submission and receipt are retained, with follow-up requests linked to the same record.
- 01
Requirements registered
The grant record retains reporting obligations, eligible periods and named owners.
- 02
Evidence assembled
Programme updates and financial references are associated with the relevant reporting requirement.
- 03
Draft prepared
Approved templates or AI assistance prepare a source-linked narrative without adding unsupported outcomes.
- 04
Report reviewed
Programme and finance reviewers confirm claims, figures and required attachments.
- 05
Submission recorded
The authorised submission and receipt are retained, with follow-up requests linked to the same record.
Process overview. Steps, permissions and review points describe the operating design explored in this case study.
Where people stay in control
Human decisions and approvals
Programme leaders approve factual and impact claims. Finance approves financial information. Authorised staff submit reports and accept funding terms.
Operating controls
Narrative and financial statements retain evidence links. Beneficiary and donor information has restricted access. Preparation, financial review and authorised submission remain separate stages, with versioned award conditions and retained submission receipts.
Validation, rollout and ownership
Validation covers overlapping reporting periods, amended award conditions and missing evidence. A single grant provides a bounded check of the evidence model before additional funder templates enter the process.
Reviewers compare draft statements and figures with their underlying sources. Missing evidence remains a visible issue for an owner to resolve rather than an invitation for the drafting stage to invent a result.
Measures and evaluation
The reporting review checks whether inputs are complete by the internal review date, how evidence and figures are assembled, whether every draft claim has an approved source, and which reports await a reviewer or attachment. These are review criteria, not claimed reporting improvements.
The details, answered
Questions worth asking
How does the assistant handle impact statistics?
It uses approved sources and flags missing evidence. Generated text does not supply statistics as if they were measured programme outcomes.
How are different funder templates supported?
Shared evidence records feed funder-specific requirements and review checklists. Each report retains its own period, conditions and approval history.
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