What to send
- The exact AIToolsEssentials page URL
- The sentence, table row, benchmark record, or price that appears wrong
- A primary source such as official pricing, documentation, policy, model card, or benchmark submission
- The correction you believe is required
How we handle corrections
- Check the cited primary source and its publication/effective date.
- Determine whether the claim was wrong when published or became stale later.
- Update the source data and generator—not only the rendered HTML—when applicable.
- Regenerate and validate affected pages.
- Change the page update date when the correction is material.
Vendor requests
Vendors may correct factual errors but cannot negotiate ratings, benchmark caveats, pros/cons, comparisons, or rankings in exchange for money or access.
Benchmark corrections
Include the exact benchmark release, model/version, harness, reasoning effort, run date, source row or submission record, and metric. We do not transfer a model score to an entire product.