Use cases · Operations
Program outcome reports
Pull activity and outcome data from program systems, attendance records and surveys into a draft report for funders and the board, with every figure linked to its source, so the program lead reviews instead of compiling.
Where it starts
The trigger.
A funder, board or quarterly reporting deadline is coming up.
How it runs today
- Program staff spend days copying figures from spreadsheets into reports.
- Each funder asks for the same data in a different format.
- Figures differ between reports because they were pulled at different times.
The workflow
Four bounded steps.
Each step has an owner and a stop rule.
- 01 / Collect
Read activity, attendance and outcome data from the approved program systems and surveys.
- 02 / Calculate
Calculate the agreed measures for the reporting period, with every figure linked to its source.
- 03 / Draft
Draft the report in each funder’s format, using approved program descriptions and stories shared with consent.
- 04 / Approve
The program lead checks figures and wording and approves the report before it is sent.
Where people stay in control
Approval points.
- The program lead approves every report before it is sent.
- Stories about participants are used only with consent and without identifying details unless agreed.
- Measures and definitions are agreed with the program team, not invented by the draft.
How we would measure it
Against a baseline.
Measured before and after, on the same work.
Staff time spent preparing each report.
Reports submitted on time.
Figures corrected after review.
Related
Go deeper.
More use cases
Other places to start.
Supplier onboarding and document collection
Collect the forms, certificates and bank details a new supplier must provide, check each item against your requirements, and chase what is missing, so purchasing can start sooner without skipping checks.
See the workflow OperationsRFI and submittal tracking
Read incoming requests for information and submittals, log the key fields, track who owes a response and by when, and give the project team a short list of what is overdue each morning.
See the workflow OperationsShipment exception routing
Watch tracking and order data for shipments that are late, stuck or missing paperwork, and route each exception to the right coordinator with the order, carrier status and a suggested next step, before the customer has to ask.
See the workflowAn illustrative workflow pattern, not a result from a specific customer.
Bring the messy version
One workflow.
A better way to run it.
Show us the tools, the handoffs, and the part that keeps slowing your team down.
---
title: "Program outcome reports: AI Use Case"
description: "Pull activity and outcome data from program systems, attendance records and surveys into a draft report for funders and the board, with every figure linked to its source, so the program lead reviews instead of compiling."
url: https://lidvizion.ai/use-cases/program-outcome-reports/
site: Lid Vizion
index: https://lidvizion.ai/llms.txt
---
[Use cases](https://lidvizion.ai/use-cases/) · Operations
# Program outcome reports
Pull activity and outcome data from program systems, attendance records and surveys into a draft report for funders and the board, with every figure linked to its source, so the program lead reviews instead of compiling.
[Talk through this workflow](https://lidvizion.ai/contact/?need=ai-workflow&from=%2Fuse-cases%2Fprogram-outcome-reports%2F#write) · [Automate the repeatable](https://lidvizion.ai/services/automation/)
Where it starts
## The trigger.
A funder, board or quarterly reporting deadline is coming up.
How it runs today
- Program staff spend days copying figures from spreadsheets into reports.
- Each funder asks for the same data in a different format.
- Figures differ between reports because they were pulled at different times.
The workflow
## Four bounded steps.
Each step has an owner and a stop rule.
1. 01 / Collect
Read activity, attendance and outcome data from the approved program systems and surveys.
2. 02 / Calculate
Calculate the agreed measures for the reporting period, with every figure linked to its source.
3. 03 / Draft
Draft the report in each funder’s format, using approved program descriptions and stories shared with consent.
4. 04 / Approve
The program lead checks figures and wording and approves the report before it is sent.
Where people stay in control
## Approval points.
- The program lead approves every report before it is sent.
- Stories about participants are used only with consent and without identifying details unless agreed.
- Measures and definitions are agreed with the program team, not invented by the draft.
How we would measure it
## Against a baseline.
Measured before and after, on the same work.
### Staff time spent preparing each report.
### Reports submitted on time.
### Figures corrected after review.
Related
## Go deeper.
- [Automate the repeatable](https://lidvizion.ai/services/automation/): Give recurring work an owner, a trigger, and a stop rule.
- [Embeddings and feature vectors](https://lidvizion.ai/resources/basics/embeddings-feature-vectors/): How models turn text, images and records into numbers that can be compared.
- [Report program outcomes without the scramble](https://lidvizion.ai/guides/report-program-outcomes-without-the-scramble/): A four-step playbook to agree measures once, connect program data, draft funder reports with sources and have the program lead approve every report.
- [How to use AI for grant and program reports](https://lidvizion.ai/answers/how-to-use-ai-for-grant-and-program-reports/): How can a nonprofit or program team use AI to prepare grant and outcome reports faster?
More use cases
## Other places to start.
[All use cases](https://lidvizion.ai/use-cases/)
- [Supplier onboarding and document collection](https://lidvizion.ai/use-cases/supplier-onboarding/): Operations Collect the forms, certificates and bank details a new supplier must provide, check each item against your requirements, and chase what is missing, so purchasing can start sooner without skipping checks.
- [RFI and submittal tracking](https://lidvizion.ai/use-cases/rfi-and-submittal-tracking/): Operations Read incoming requests for information and submittals, log the key fields, track who owes a response and by when, and give the project team a short list of what is overdue each morning.
- [Shipment exception routing](https://lidvizion.ai/use-cases/shipment-exception-routing/): Operations Watch tracking and order data for shipments that are late, stuck or missing paperwork, and route each exception to the right coordinator with the order, carrier status and a suggested next step, before the customer has to ask.
An illustrative workflow pattern, not a result from a specific customer.
Bring the messy version
## One workflow. A better way to run it.
Show us the tools, the handoffs, and the part that keeps slowing your team down.
[Let’s map your workflow](https://lidvizion.ai/contact/) · [Read our approach](https://lidvizion.ai/approach/)