Short answer
- Buyers ask AI in three stages: discover a shortlist, compare options, then verify a specific supplier.
- Prompts carry constraints — MOQ, certification, market, material — and AI answers favour suppliers whose pages state those constraints.
- Run these prompts yourself in several engines; note who is named and which pages are cited.
- Replace the bracketed parts with your category and market.
Contract manufacturing (OEM / ODM)
> Recommend the top 5 private label skincare manufacturers with MOQ under 3,000 units.
> Which cosmetic OEM factories can produce hydrocolloid acne patches with custom shapes?
> Best ODM manufacturers for vegan color cosmetics for an indie brand.
> Compare cosmetic contract manufacturers in [country] for SPF products.
Packaging
> Airless bottle suppliers with PCR options and low MOQ.
> Which cosmetic packaging manufacturers offer mono-material tubes?
> Glass dropper bottle suppliers for serums, custom printing, MOQ 5,000.
Ingredients
> Suppliers of [ingredient] with full technical documentation for cosmetics.
> Natural alternatives to [ingredient] and who supplies them.
> Which peptide suppliers provide clinical data for anti-ageing claims?
Fragrance, machinery and testing
> Fragrance houses that develop custom scents for small beauty brands.
> Vacuum emulsifying mixer manufacturers for a new cosmetics factory.
> Which labs do stability and preservative efficacy testing for cosmetics?
Verification prompts (after the shortlist)
> Is [company] a real manufacturer or a trading company?
> What certifications does [company] have?
> What do customers say about [company]?
> [company] vs [competitor] for [product]: which is better for a startup?
How to use them
- Pick 20–40 prompts that match your category and markets.
- Run them in ChatGPT, Gemini, Perplexity, Claude, Copilot and Grok; save the full answers.
- Note who is named, in what order, and which pages are cited.
- Compare against our 40-point checklist to see why.