Donor restriction accounting organizer

For small nonprofit finance teams, turn gift agreements and approved expenditure exports into restricted-fund evidence register. Address this specific problem: donation restrictions are difficult to trace through spending records. The aim: keep donor intent linked to finance review decisions. The pilot tests whether that benefit holds up against reviewer effort and real operating costs.

The buyer creates a project, supplies gift agreements and approved expenditure exports, and confirms scope and access. Users correct extracted facts, resolve flagged uncertainties and approve the final restricted-fund evidence register before use. Retain source links and a version history for the next cycle.

How the AI works

Extract restrictions for qualified finance interpretation. Keep model suggestions separate from verified facts. Link factual outputs to authorized input evidence and show missing information explicitly. Use deterministic checks for counts, dates, identifiers and arithmetic where applicable. A designated reviewer validates consequential outputs and signs off the delivered result.

Safeguards

Reconcile calculations to approved records. Keep proposed entries and payment actions under finance-team control. Never invent missing financial inputs. One fund family; no automated eligibility rulings. Require appropriate access and publication approval. Preserve source material, label AI drafts and make corrections traceable. Measure false positives and missed cases alongside speed.

What to build first

Costed pilot: One fund family; no automated eligibility rulings. Start with one buyer organization and a bounded set of representative inputs. Implement the first two modules: extract stated restrictions; link fund codes. Support the third task through an assisted review queue: match candidate expenses. Handle the remaining required functions manually until validated. Include input upload, source references, user correction, a reviewer approval step and export of restricted-fund evidence register. Authentication, account isolation, deletion controls and basic operational logging are included. Specialized production certification, live write integrations and broader rollout are not included unless explicitly stated.

What it can connect to

Accounting exports, invoice records and finance review processes. Source systems, catalog exports and cloud file storage. Start with reversible CSV or file imports and validate identifiers before any direct writes. Begin with uploads and exports of gift agreements and approved expenditure exports. Any named system or connector is a candidate requiring current access and compatibility checks; no live connection is included by default.

The screens in detail

Use a searchable table or visual gallery with filters for the domain’s important attributes. Open each item into a detail drawer containing source records, ownership and history. Put proposed merges and field changes in a separate review queue. Provide a preview before any bulk export. Open with gift register; move into restriction map for the detailed task; finish in review queue for review and handoff. Show the source record, uncertainty and approval status beside each proposed output.