SearchestraFactual Inaccuracy Rate: When AI Repeats a Wrong Source About You
When AI states something wrong about your brand, it is not always making it up. Sometimes it is accurately repeating a source that is outdated or wrong. That is a factual inaccuracy, and it matters because the fix is completely different from a hallucination: you correct the source, not the model.
Faithful to a wrong source
A factual inaccuracy is when the model correctly reflects what a source says, but the source is wrong: an old price, a discontinued feature, a stale fact. Unlike a hallucination, which has no source, this traces to real content. That distinction decides your remedy.
Inaccuracy versus hallucination
| Hallucination | Factual inaccuracy | |
|---|---|---|
| Source | None; invented | Real, but wrong |
| Cause | Model error | Content error |
| Fix | Monitor, flag | Correct the source |
| You control it? | Indirectly | Often directly |
Why the distinction is actionable
If a wrong claim traces to a source you can influence, an outdated page, a stale directory, a cached spec, you can often fix it directly. Diagnosing inaccuracy versus hallucination tells you whether the lever is content correction or ongoing monitoring. See managing brand misrepresentation.
The Searchestra view
Searchestra surfaces inaccurate claims and reads them alongside accuracy signals, so you can trace a wrong statement back toward its source and decide whether to correct content or monitor a model error.
A factual inaccuracy is AI faithfully repeating a wrong source; unlike a hallucination, you can often fix it at the source, so diagnose which one you have.
Frequently asked questions
What is factual inaccuracy rate?
How often AI repeats a wrong claim about you that traces to a real but incorrect source, as opposed to a fabricated one.
How is it different from a hallucination?
A hallucination has no source; a factual inaccuracy faithfully repeats a source that is itself wrong. The fixes differ.
Can I fix a factual inaccuracy?
Often directly, by correcting the outdated or wrong source. That is why distinguishing it from a hallucination matters.