When AI Research Sources Disagree, What Can You Publish?

Publish the narrowest statement that the evidence supports. First check whether the sources describe the same thing, at the same time, in the same units. If a material contradiction remains, preserve it visibly instead of letting an agent choose whichever answer fits the draft.

This is a proposed editorial method, reviewed September 12, 2026. It is distinct from checking that a citation exists: the sources may all be real and still support incompatible claims. Worked numerical examples are illustrative, not reports of a vendor dispute.

An agent may say that sources disagree about a product when the actual conflict is much smaller: one price tier, one access route or one launch date. Write the exact claim under review and list the evidence for each alternative. Keep neighboring facts out of the dispute until they are needed.

For a price, identify the product, plan, currency, billing unit, region and effective date. For a release, distinguish announcement, preview, general availability and catalog listing. For a result, identify the task, metric, evaluator and measurement conditions. Without that alignment, the agent is comparing labels rather than claims.

The source-independence guide helps trace repeated reporting to its origin. Independence is relevant here, but it is not the verdict. Two independent sources can describe different scopes accurately, while two pages from the same vendor can contain a real unresolved contradiction.

The proposed decision table below separates apparent conflicts from unresolved ones. Use it as an editorial routing aid, not an automatic trust score. The same article may resolve one claim, qualify another and withhold a third.

Reuters’ standards put accuracy ahead of speed, emphasize honest attribution and call for clear correction of errors. Those principles support a slower, explicit answer when the evidence cannot sustain a clean headline. They do not mean that every uncertainty requires abandoning the whole article.

Keep the source URL, title, publisher, retrieved date, visible document date and relevant passage together. Record whether the date refers to publication, revision or the event itself. A page fetched today can still describe an older price, and an undated live page may establish current availability without revealing launch history.

W3C’s PROV overview describes provenance through entities, activities and people involved in producing information. For editorial work, that means retaining the path from a claim to its source and through later transformations. Provenance helps inspect a claim; it does not make the claim true by itself.

For example, BFL’s FLUX Video Edit page establishes a currently presented product offering. In this research, that page did not establish a direct announcement date. The editing decision guide therefore uses current availability and leaves launch timing unasserted. That is a bounded negative finding, not evidence that the product has no announcement anywhere.

Consider an illustrative conflict: a fictional summary says an edit costs $0.03 per output second, while another says $0.03 per source minute. For a ten-second output, the first would imply $0.30. The second cannot be substituted without verifying what input is charged and how partial minutes are handled. Averaging the two figures would create a price that neither source states.

The next action is to inspect the actual rate card and request contract, then ask whether the pages refer to the same endpoint and effective period. If one is demonstrably superseded, cite the current scope and record the correction. If both still claim authority and no explanation is available, publish the disagreement or omit the cost forecast.

Do not generalize this illustrative example into a current BFL pricing conflict: the BFL product page and endpoint documentation inspected for this batch agree on the output-second rate. Likewise, earlier discovery notes about other vendors are leads for a new investigation, not reusable proof of a current dispute.

If an uncertainty changes the buying decision, it belongs next to the price or recommendation. A vague disclaimer at the bottom cannot repair a definite unsupported claim in a headline, table or description. Write what is known and which comparison remains unavailable.

Useful wording might say that a vendor page lists one rate while another current document describes a different billing basis, and that a written quote is needed before budgeting. Avoid presenting both as simultaneously applicable unless the sources explain how. Attribution is necessary but does not make every claim worth repeating.

The research-proof reference distinguishes the kind of evidence behind a result. Preserve that distinction during conflict resolution. A demonstration cannot settle an empirical benchmark dispute, and a vendor assertion is not independent validation just because the agent found a second page repeating it.

When the conflict is resolved, update the body, metadata, tables, captions, charts and downloads that depend on it. Keep a concise correction record naming the old claim, the new evidence and the affected scope. Do not silently leave the obsolete number in a worksheet that readers are likely to reuse.

If only one claim changed, retain the valid research around it. A focused correction should not create new unsourced claims or rewrite the article’s history. Record the actual review date, and distinguish that from the event date and editorial allocation.

For AI transformation work, require the research agent to deliver a claim record along with the prose. That record should show supported, contradicted and unresolved claims. The human editor can then approve a precise statement rather than infer certainty from a polished paragraph.