Ai Hallucination
Fake imports, invented APIs, non-existent methods.
One of 104 modules in the GateTest scan suite. Catches the issue before it reaches code review, and on paid tiers opens a pull request with the fix already written.
Example finding from the aiHallucination module
An import named { useFoo } from a library that has no such exportWhy we catch it
Where deterministic scanning stops and reasoning starts. Used sparingly, not by default.
The Ai Hallucination module sits in this category alongside 6 related modules. Together they form one of the layers of a GateTest scan — checks fire in parallel, findings cluster by root cause, and on paid tiers the AI auto-fix loop reads each finding, writes the fix, validates against the scanner, and opens a PR.
How GateTest covers ai hallucination
- ✓Runs in every scan. Included on the Full ($99), Scan + Fix ($199), and Forensic Scan ($399) tiers. No additional configuration.
- ✓Free CLI.
npm i -g gatetest && gatetest --module aiHallucinationagainst any local repo. No paywall on the scanning itself. - ✓AI auto-fix PR. Scan + Fix tier opens a pull request with the fix, a regression test, and a pair-review by a second Claude. Forensic Scan tier adds per-finding diagnosis and cross-finding attack-chain correlation.
- ✓Honest confidence rating. Findings come with high / medium / low confidence so noisy patterns don't block the gate. The confidence-calibrator trainer reads customer suppressions and tightens rules over time.
Scan your repo for ai hallucination
Free preview of the headline findings. Pay per scan — no subscription.
Frequently asked questions
What does the Ai Hallucination module catch?
Fake imports, invented APIs, non-existent methods. Example finding: An import named { useFoo } from a library that has no such export
Does GateTest fix Ai Hallucination issues automatically?
Yes — on the Scan + Fix tier ($199) and Forensic Scan tier ($399), Claude reads the finding, writes the fix, validates against the scanner, writes a regression test, and opens a pull request for your review.
Which tiers include the Ai Hallucination module?
The Full tier ($99), Scan + Fix tier ($199), and Forensic Scan tier ($399) include all 104 modules including Ai Hallucination. The Quick tier ($29) only includes 4 essential modules.
Can I run the Ai Hallucination module from the CLI for free?
Yes — install with `npm i -g gatetest` and run `gatetest --module aiHallucination` against any local repository. Paid tiers add AI auto-fix and the cross-finding correlation work.