Published numbers go stale. Someone should notice.
LiquiChart checks every number you have published and flags the ones that went stale. It writes each fix, and nothing changes until you approve.
A post cites a number. The post says one thing.
The source, slowly, says another.
The source publishes a new edition. The post doesn't. The “73%” in paragraph two is 68% now, and nobody notices for eighteen months. The article keeps ranking. The number keeps drifting.
Multiply this by every post in your archive, every benchmark you've cited, every statistic you've quoted from a source that has since revised itself. That's the gap.
LiquiChart exists to close it.
Why now.
Three forces converged. The web's most valuable content is now evergreen and data-dense: benchmark reports, industry surveys, head-to-head comparisons, the long-tail of explainers that earn traffic for years.
LLMs ingest that content and treat its numbers as facts. A stale claim in your 2022 post becomes a stale claim cited by an AI answering a question in 2026.
And the cost of writing has gone to zero. The cost of being right has gone up: citable, current, trustworthy.
The publishers who win the next decade won't be the ones who publish more. They'll be the ones who publish something worth citing, and keep it accurate.
Four things we'd build the product around even if no one paid us for it.
Numbers are content.
Every statistic, benchmark, percentage, and dollar figure in your writing is a claim, an assertion you can be wrong about. Treat them like content, not decoration.
A number has a lifecycle.
Current when you publish. Stale when the data ages or the source moves on. Fixed when you correct it. Most software treats numbers as fixed text. They aren't.
A number should know its source.
If your post cites a number, it should know where it came from. When that page changes, you should hear about it before your readers do.
You approve every change.
Software that edits your site without you is a liability. Every fix is written out and waits for your approval. Only sentences you approved ahead of time switch on their own.
Start with one post.
See what aged.
Try it on a post you already published. Tell us where it falls short. We'll listen.