AI assisted research memo: a final evidence release check
An AI assisted research memo is ready to share when its material claims can be checked against the recorded evidence, calculations and time boundaries. A final release check should identify unresolved claims and limit the memo’s conclusions accordingly. Fluent prose, complete sections and a confident conclusion are not substitutes for that evidence trail.
Check the artifact that will actually be shared
Review the final exported memo, not only the conversation that produced it. Formatting changes can separate a table from its notes, break links or omit the label that an example is hypothetical. Give the final artifact a version and record which source packet it used. A check of an earlier draft does not automatically apply to later wording.
The W3C PROV Overview describes provenance in terms of entities, activities and people involved in producing information. The release worksheet here is an editorial method inspired by keeping such relationships inspectable. It does not make a memo independently audited or certify the quality of its investment reasoning.
Use claim-level release gates
| Gate | Question to answer | If it fails |
|---|---|---|
| Attribution | Is this a reported fact, management statement or inference? | Rewrite the claim with correct attribution |
| Evidence | Does the cited passage support the wording? | Narrow, remove or mark the claim unresolved |
| Calculation | Do inputs, units and formula reproduce the result? | Recompute before release |
| Time | Were the facts available at the stated decision date? | Separate historical and later knowledge |
| Scope | Do entity, population and reporting basis match? | Remove the comparison or supply a bridge |
| Uncertainty | Are important gaps and conditions visible? | Restore them beside the conclusion |
Prioritize claims that drive the conclusion and values reused in multiple places. Still inspect headings and summary sentences: they often contain stronger wording than the detailed analysis below. A correctly qualified paragraph does not fix a headline that states a possibility as an accomplished fact.
A hypothetical draft with a hidden leap
Assume an invented memo says a company’s cash generation improved because operating cash flow rose from 80 to 110 assumed units. The sources support the two amounts, but the later figure includes a one-off working-capital release. The conclusion presents the improvement as recurring and omits that qualification. A citation check alone would pass the numbers while missing the causal overstatement.
The release reviewer should preserve the reported increase, identify the one-off contribution and narrow the conclusion about recurring generation. If a comparable adjusted figure cannot be established, mark it unresolved. Check whether the original stronger conclusion also appears in the executive summary, chart caption and next-review condition; repairing one paragraph is not enough if the unsupported claim survives elsewhere.
Record decisions, not just check marks
For each material issue, keep the claim identifier, location in the memo, source location, defect, correction and remaining limitation. Name the reviewer honestly. If the author performed the check, say so rather than implying an independent review. If AI assisted the check, disclose its role and retain the human decision about the affected claim.
A useful release state might be ready, ready with explicit limitations, or blocked by a material unresolved issue. Define what those states mean for your audience. An unresolved footnote that does not affect the stated question is different from a missing source for the central conclusion. Do not average all checks into a high score that masks the central unsupported claim.
Protect the boundary between research and action
Keep hypothetical illustrations labeled, remove unintended private information and verify that linked material is suitable for the intended recipients. A memo about evidence does not itself authorize a trade, an external message or access to someone else’s account. The final artifact should state what it establishes and what decision remains with the reader, without disguising a trade signal as a neutral research finding.
This release check cannot guarantee that every unknown has been discovered. Its outcome is a documented, bounded judgment that the material being shared matches the evidence and limitations recorded. When a source is corrected after release, create a new memo version, identify affected claims and preserve the earlier version’s history.
FAQ
Can a model perform the whole final review?
It can help find issues, but its agreement does not independently verify its own claims. Use original sources, independently reproducible calculations and an honestly identified reviewer.
Must every unresolved item block release?
Not necessarily. A material gap in the central conclusion may block it; an unrelated issue can remain disclosed. State the effect of the gap instead of silently treating all unknowns as equivalent.