Roadmap

Industry versions will add relevant examples.

The current checks work across categories. Planned industry versions will add the products, terminology, buying questions, and customer problems that are common in each market. They will not change what the checks measure.

Planned example set

Semiconductors & components

Check whether product specifications are clear, whether buyers can identify an alternative source, and whether AI models assign a part to the wrong product family.

Planned example set

Automotive & suppliers

Check supplier level, compliance claims, and the shortlists used by engineering and purchasing teams.

Planned example set

Bicycle & specialty retail

Check whether a shop or brand is mentioned when a rider asks an assistant for a local or category recommendation.

Planned example set

Teaching & education

Check how AI describes an offer to parents, students, and institutions, and which claims create questions or doubt.

If you work in one of these categories now, run the current general audit. The future examples will make the questions more specific; they will not replace the three checks.

Run the current audit