Agreement is one observation.
Several models can produce the same answer because they rely on overlapping information or repeat the same mistake. Counting matching answers does not establish independent support for a claim.
Keep the provider responses separate from the source evidence. A model response describes what that model returned; a source passage lets a reviewer examine the basis of the claim.
What should happen next?
The models agree
Open the cited sources. Check whether they are independent and whether the passages support the exact claim. Shared agreement cannot repair a missing or misread source.
The models disagree
Locate the point of disagreement. It may concern a date, a definition, or the claim’s scope. Compare each response with the original evidence rather than averaging away the difference.
There is only one original source
Several reports may all trace back to it. Treat them as one evidence trail and assess the original record’s relevance and limits.
Read the result without turning it into a probability.
A review can return a verdict, a score, and a written explanation. Read them together. VeriScore is a review signal; it does not give the probability that a sentence is true.
Leave room for an unresolved result.
If the evidence cannot settle the claim, the report should say what is missing. A clear account of the limitation is more useful than an unexplained number.
This article describes a review principle, not an accuracy benchmark or a claim that multiple models eliminate hallucinations.