# Best-of framing is added in one fifth of rewrites | Trakkr Research

Canonical URL: https://trakkr.ai/trakkr-research/query-translation/facts/best-of-framing-is-added-in-one-fifth-of-rewrites
Published: 2026-01-22
Last updated: 2026-01-22
Author: Mack Grenfell

An analysis of how AI systems translate user questions into search queries revealed a consistent pattern of modifying recommendation prompts to seek definitive answers.

## 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

Best-of framing was added in 20.21 percent of prompt-to-query transformations, representing 2,328 specific rewrites.

## Why it matters

Strategists and operators must ensure recommendation content delivers a clear verdict, as AI search engines actively reform user prompts to prioritize definitive best-of results.

## Supporting metrics

| Metric | Value | Context |
| --- | --- | --- |
| Best-of conversion | 20.21% | 2,328 rewrites added best-of framing. |

## Related pages

Continue through the same study cluster.

- [what do query rewrites mean for content briefs](https://trakkr.ai/trakkr-research/query-translation/answers/what-do-query-rewrites-mean-for-content-briefs) - Related answer page
- [should you build pages for best of and list intent even if users dont ask that way](https://trakkr.ai/trakkr-research/query-translation/answers/should-you-build-pages-for-best-of-and-list-intent-even-if-users-dont-ask-that-way) - Related answer page
- [query rewrite pattern tracker](https://trakkr.ai/trakkr-research/query-translation/trackers/query-rewrite-pattern-tracker) - Related tracker page

## Data And Sources

- [How AI Translates Your Questions](https://trakkr.ai/trakkr-research/query-translation) - Flagship study behind this page
- [Page JSON](https://trakkr.ai/data/research-answers/query-translation/facts/best-of-framing-is-added-in-one-fifth-of-rewrites.json) - Machine-readable companion file