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Stale data hides in plain sight. These are the patterns our detector finds.
Percentages and numbers that reference old time periods. A "Q3 2024" benchmark cited in a 2026 post is stale by definition.
Industry benchmarks get updated regularly. If you cited a report that has since published new numbers, your data no longer reflects reality.
Cited reports that have moved, disappeared, or been updated. A 404 on your source link means your claim is unverifiable.
Data that was accurate at publish but has shifted since. Market share changes, pricing updates, adoption rates move — your content should too.
Enter any blog post URL. We fetch the page, extract the text, and identify every data point, statistic, and time-referenced claim.
Each claim is scored for staleness risk. Old date references, aging benchmarks, and dead sources are flagged with severity levels.
Sign up to track stale data continuously. When the underlying numbers change, your content updates itself with Living Content.
Enter any blog post URL. We fetch the page, extract the text, and identify every data point, statistic, and time-referenced claim.
Each claim is scored for staleness risk. Old date references, aging benchmarks, and dead sources are flagged with severity levels.
Sign up to track stale data continuously. When the underlying numbers change, your content updates itself with Living Content.
See what changes when you automate stale data detection.
| 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 | ||
| Auto-fixes stale data with Living Content |
Scan any URL for free. Sign up to detect, track, and fix stale data automatically.