Question 1

How does Verify check AI data transformations?

Accepted Answer

Paste the original records and the AI-generated output. Verify infers the majority transformation rule from the batch, replays it across every original row, and flags any row where the AI output does not match what the rule predicts.

Question 2

Does Verify use an LLM?

Accepted Answer

No. Verify uses a deterministic symbolic engine. It infers rules through program synthesis, not language models. The check is repeatable and inspectable.

Question 3

What kinds of AI output can Verify check?

Accepted Answer

Verify checks structured data transformations in JSON, CSV, YAML, TOML, XML, and .env formats. It catches format drift, schema drift, and enum inconsistencies across rows, the failure modes most common in LLM-generated data.

Question 4

Does Verify send my data to a server?

Accepted Answer

No. Verify runs entirely in the browser. Your data stays on your device.

Question 5

What does Verify do when rows are inconsistent?

Accepted Answer

It shows the inferred rule, the count of consistent rows, and for each flagged row: the original input, what the rule predicts, and what the AI actually produced. This gives you a concrete diff to fix.