01Accuracy
The title that wasn't the title.
What brokeThe site's existing schema was written by hand, one article at a time. In 53 of 113 entries, the headline wasn't the title the page actually shows. In 61, the article was last modified before it was published.
The costNearly half the library gave machines a second name for each article, and more than half gave dates that ran backwards. Nothing looked wrong.
Gizmo nowBuilds every field from the CMS record the page renders, and won't write a graph whose headline differs from the live title or whose dates cross.
02Judgment
The topic that was a politician.
What brokeSchema can link each topic to its Wikidata ID, the public identifier that tells machines exactly which concept you mean. In testing, one model wrote six of those IDs for a single article. Five were wrong: “typography” pointed to an Austrian politician. The hand-built entries had the same problem. “Content marketing” pointed to a list of cardinals.
The costArticles that told machines they were about something else entirely.
Gizmo nowThe model names topics in plain words and never writes an ID. Code attaches one only from a vetted list of 79 concepts, each checked on Wikidata.
03Deployment
The error the page swallowed.
What brokeThe site loads each article's schema with a small script. If the JSON is invalid, the script drops it and logs a warning only a developer would ever see.
The costOne stray character, and an article ships with no schema at all, on a page that looks perfect.
Gizmo nowChecks every graph against 17 rule families before writing it, then reads the live page, decodes the schema the way the site does, and compares its fingerprint with what was saved.
04Operations
The publish that would have shipped a draft.
What we foundPutting schema live means publishing the article. Just before the first run, we found unpublished edits waiting on 121 of the customer's articles, part of a site update their team hadn't released yet.
The costAny run would have pushed their unfinished work live early, with no clean way to take it back.
Gizmo nowChecks every article for unpublished edits and names them in the report when they go live with the schema. For this customer, we held the first dispatch.
We find these so the business an agent works for never has to. That's what managed means.