Brand names get inserted in 15% of rewrites | Trakkr Research
The model frequently jumps to likely market leaders before it searches.
Methodology: Built from 11,521 captured prompt-to-query pairs observed in OpenAI web search calls, with 100% search-query coverage in the sampled dataset.
Claim
Brand names not present in the prompt were inserted in 15.24% of query rewrites.
Why it matters
Competitor language and market-map coverage belong in answer infrastructure, not just comparison pages.
Supporting metrics
| Metric | Value | Context |
|---|---|---|
| Brand insertion rate | 15.24% | 1,756 queries inserted brand names not in the prompt. |
| Prompt-query pairs | 11,521 | Captured prompt-to-query transformations. |
Related pages
Continue through the same study cluster.
- does ai insert brand names that users never mentioned - Related answer page
- does ai make searches more specific than the prompt - Related answer page
- query rewrite pattern tracker - Related tracker page
Data & Sources
- How AI Translates Your Questions - Flagship study behind this page
- Page JSON - Machine-readable companion file