LiquiChart's NLP pipeline extracted 941 claims from a dataset

We built the LiquiChart [Content Health Scanner](/tools/content-health-scanner) as a per-post diagnostic in our claims layer, scored on the same axis as the index. Point it at a single blog URL: it extracts the dated claims using the same NLP pipeline that produced the 941-claim dataset and re-verifies each one. The scanner returns the post's stale-claim rate alongside the specific claims that failed and the source each one is anchored to. To approximate the index methodology, run it on seven posts from your domain and average the rates.