Understanding AI-Generated Summaries

GrantLink Chat can turn tool results, synced accounting data, GrantLink records, and uploaded context into concise financial or narrative summaries. Treat the response as a working analysis: useful for directing review, but not self-verifying evidence.

Important: Fluent wording does not prove that a statement is complete, current, or supported. The model can misunderstand scope, make a calculation error, omit an exception, or overstate an inference even when the underlying tools returned correct data.

What a Summary Can Be Based On

Depending on the request and available tools, a summary can use:

• GrantLink organization, funder, program, and grant records
• Grant budgets, actuals, mappings, allocations, receipts, funding shares, and reporting cycles
• QuickBooks accounts and activity already synced into GrantLink
• Selected records, page context, or selected budget cells
• Uploaded images, PDFs, bounded extracted text, or budget-import metadata
• Previous report snapshots and saved report-template context
• A requested public page or bounded image-search results when the applicable tool is configured

The model does not automatically see every record in the organization. It receives conversation context and can call the currently available, organization-scoped tools. A response that did not retrieve the needed records should not be treated as a verified data summary.

QuickBooks boundary: Accounting reads normally use GrantLink's latest synced QuickBooks mirror, not live QuickBooks. A correct summary of stale mirrored data is still stale. Check the sync cutoff before relying on current balances or transactions.

Read the Basis Before the Conclusion

For a financial summary, identify:

1. Entity scope: one grant, a program's included grants, a funder's included grants, or organization-wide records.
2. Date scope: exact start and end dates.
3. Measurement basis: period activity, inception-to-date, balance as of a date, or a comparison.
4. Source freshness: latest QuickBooks sync and any later GrantLink changes.
5. Filters: allocation status, transaction type, budget line, vendor, class, location, or other exclusions.
6. Calculation: how totals, percentages, burn rate, variance, or risk labels were derived.

If any of these are missing and materially affect the answer, ask Chat to restate them or rerun the analysis with exact parameters.

Types of Output and Their Risks

Record summary

A record summary can restate grant terms, dates, award amounts, statuses, funders, or reporting settings. Compare material terms with the grant record and original award. Uploaded-document extraction can be truncated or mistaken, so the source agreement remains authoritative.

Financial summary

A financial summary can present budget, actual, variance, receipts, vendor spending, or transaction activity. Verify that:

• Actuals come from the intended allocation and date scope.
• Uncategorized or unallocated amounts were not omitted without disclosure.
• Budget mappings align with the categories shown.
• Period totals and inception-to-date totals are labeled separately.
• Display rounding does not create a reconciliation difference.

Narrative summary

A narrative summary can organize activities, outcomes, challenges, and next steps supplied in program documents or conversation context. Spending does not prove that an activity occurred or an outcome was achieved. Verify every beneficiary count, result, explanation, quote, and date with program staff or an identified source.

Analytical insight

Trend, anomaly, pace, or risk observations depend on a method. Ask what period, comparison, threshold, and calculation produced the label. An "unusual" value merits review; it is not automatically an error, fraud indicator, or ineligible cost.

Compliance or accounting explanation

Chat can explain concepts and apply instructions to operational questions, but it does not replace award terms, current agency guidance, accounting policy, legal advice, or professional judgment. Verify citations and confirm material treatment with the appropriate reviewer.

Verify a Routine Internal Summary

1. Confirm the entity and exact dates in the request and response.
2. Ask Chat to state the data source, filters, and sync cutoff.
3. Compare the headline total with the relevant GrantLink screen.
4. Spot-check at least one detail row or category.
5. Review disclosed gaps such as uncategorized, unallocated, missing-budget, or stale-sync items.
6. Confirm that any recommendation is labeled as interpretation rather than a recorded fact.

Expected result: The summary agrees with the authoritative screen for the same scope, and any exclusions or derivations are explicit. If it does not, resolve the source or scope mismatch before rewording the conclusion.

Verify an External Report or High-Stakes Summary

1. Freeze the scope: record the entity, included grants, period, and cutoff.
2. Check source freshness: confirm the needed QuickBooks sync completed.
3. Reconcile financials: compare budget, actual, receipts, and transaction detail with their owning GrantLink workspaces.
4. Check continuity: compare cumulative amounts with the prior submitted report or saved report snapshot.
5. Recalculate derived values: variance, percentage, pace, remaining balance, and totals.
6. Resolve exceptions: investigate uncategorized, unallocated, reversed, conflicting, or stale data rather than silently excluding it.
7. Verify narrative: have program staff confirm activities, outcomes, beneficiaries, challenges, and next steps.
8. Verify requirements: compare section names, certifications, dates, and formatting with the funder's current instructions.
9. Review privacy: remove internal notes, person data, unsupported images, and operational warnings from funder-facing content.
10. Have an authorized human approve: GrantLink has no report-level Approved status.

Publishing or downloading a PDF does not perform these checks automatically.

Red Flags

Stop and investigate when a response:

• Uses "current," "quarter," or "year-to-date" without exact boundaries
• Does not identify which grants are included in a program or funder total
• Treats QuickBooks mirror data as live without checking sync status
• Presents an outcome, beneficiary count, variance reason, or certification without a source
• Omits expected uncategorized or unallocated activity
• Gives the same figure different values in two sections
• Mixes period and cumulative amounts
• Calls a transaction improper, fraudulent, or ineligible from amount alone
• Claims that a report was approved, filed, accepted, or submitted when Chat only drafted or published it
• Provides a public web or image claim without a reliable citation and human review

Correct the Owning Source

If a number is wrong, determine which system owns it:

Problem	Correct it in…
Source transaction, account, vendor, date, or QuickBooks tracking	QuickBooks, then sync GrantLink
Grant assignment, split, budget-line classification, or funding-share treatment	The applicable GrantLink allocation workflow
Planned budget amount or schedule	The GrantLink budget workflow
Grant metadata, dates, funder, program, or reporting setup	The owning GrantLink record workflow
Program activity, outcome, explanation, or other narrative fact	The approved source document or program review process

Then rerun or revise the summary. Do not ask Chat to alter prose so that an unreconciled number appears plausible.

Sensitive data corrections can require an immutable Chat plan and a later approval turn. The plan preview is authorization for the exact record change; it is not evidence that the model's surrounding narrative is correct.

Revise Without Introducing Drift

When a summary is accurate but needs editing, constrain the change:

• "Shorten this to 150 words; keep all names, dates, and amounts unchanged."
• "Replace only the personnel explanation with the approved attached text."
• "Remove the recommendation section; do not alter the findings table."
• "Restate the scope and calculation beside every derived percentage."

Recheck the revised output. A wording change can accidentally drop a qualifier, change a period label, or create inconsistency with a table.

When Not to Use an AI Summary as the Final Answer

Use Chat as supporting input, not final authority, for:

• Legal, tax, audit, or novel accounting judgments
• Eligibility or allowability conclusions requiring award-specific evidence
• Certifications, attestations, and representations
• Sensitive personnel, beneficiary, investigation, or dispute communications
• Decisions with material funding, compliance, or reputational consequences
• Any external submission whose source data has not been reconciled

Chat cannot approve or submit a report, log into an authenticated funder portal, record funder acceptance, or make professional decisions for the organization.

For better requests, see Best Prompts for Grant Reporting. For Chat permissions, tools, and data boundaries, see How to Use the GrantLink AI Assistant.