Outdated percentages, expired benchmarks, dead source links. Paste a URL and see exactly which data points have gone stale, each scored for staleness risk.
Stale data hides in plain sight. Two patterns the detector flags.
Percentages and numbers that reference old time periods. A "Q3 2024" benchmark cited in a 2026 post is stale by definition.
Cited reports that have moved or disappeared. A 404 on your source link means your claim is unverifiable. Watch the page and we also flag a cited source that changes.
Enter any blog post URL. We fetch the page, extract the text, and identify every data point, statistic, and time-referenced claim.
Each claim gets a staleness risk of low, medium, or high. Old date references and dead sources are flagged.
Sign up to watch the page. When a number goes stale, we flag it and write the fix for your approval.
Enter any blog post URL. We fetch the page, extract the text, and identify every data point, statistic, and time-referenced claim.
Each claim gets a staleness risk of low, medium, or high. Old date references and dead sources are flagged.
Sign up to watch the page. When a number goes stale, we flag it and write the fix for your approval.
A human can re-check a sentence. They cannot re-check every date stamp and source link on every post, every week.
| Feature | LiquiChart | Manual Review |
|---|---|---|
| Detects stale statistics automatically | ||
| Flags aging benchmarks by date | ||
| Checks source URLs for dead links | ||
| Free to start | ||
| Scales to 100+ posts | ||
| Writes the fix for your approval |
Scan any URL for free. Sign up to watch the page, and we write each fix for your approval.