Buyers now ask ChatGPT and Google’s AI answers which suppliers to shortlist. We check what those answers say about your factory, show you the evidence, and fix what keeps you out — with no ranking promises.
Private beta · access is reviewed by our team
A measurement you can audit, then a fix list you can act on.
Together we agree the questions real buyers ask in your category and markets — in English and their languages.
Each question runs several times per AI engine. Every raw answer is archived with date, model and region.
A prioritized list: spec pages, structured data, buyer FAQs, third-party profiles. AI drafts are labeled and approved by you.
The same fixed question set is re-run so changes are comparable — reported as ranges, with the evidence.
Start with a check. Continue only if the evidence says it is worth it.
A one-off diagnostic of how AI assistants answer your buyers’ questions.
Ongoing work on a fixed question set, re-measured every month.
Scoped per project for factories that need more than fixes.
AI answers are decided by third-party models and change over time. We never promise you will be recommended.
Each figure carries its date, engine, region and sample size, and links back to the raw answer.
No invented case studies, reviews or client logos. Sample data is always labeled as sample data.
AI-drafted content is labeled and published only after your review.
On 2026-10-10 we asked ChatGPT 5 questions a buyer might ask about AI-visibility services. AaronAlpha Labs was mentioned in 0 of 5 answers. That is our starting point, and we will report it honestly as it changes.
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