Is Your AI Hallucinating? vs PDF Insight

How our white-box proxy model gives you a per-token hallucination score, including exactly what it costs.

This is what PDF Insight does to a real client's pile: it reads, classifies and merges every slip into one correctly-ordered file.

About Is Your AI Hallucinating?

How our white-box proxy model gives you a per-token hallucination score, including exactly what it costs. We ship an API that returns a hallucination score for every token that a frontier language model generates. Before describing how it works, here is the most important thing about it: the percentage score that we return is not actually the probability that the token is wrong. The obvious problem is that frontier models do not expose the hidden states that we would need to probe to reveal their thoughts.

About PDF Insight

This is what PDF Insight does to a real client's pile: it reads, classifies and merges every slip into one correctly-ordered file. The full run happens on your own machine, so client files never leave your computer. Self-employed: turn a year of receipts and statements into one clean PDF to send your accountant. PDF Insight reads and classifies every document, even scanned pages, orders them your way, lets you review, and exports one clean merged file.