Preparing nonprofit content for AI-assisted work
Clarify services, eligibility and sensitive-data boundaries and approve knowledge sources. Generated content cannot replace organisational responsibility for facts.

Putting ai workflows into practice
Generated output may omit information or introduce unsupported statements. Separate model output, human approval and execution; a recommendation does not grant release authority.
Checking the result
Test both sufficient and incomplete inputs and compare accuracy, omissions, rework and stopping behaviour. Verify sources and commitments before public release.


