Why new products are missing
- Training data is older than your launch.
- Search needs sources. If no page compares you with alternatives, AI has nothing to cite.
A 90-day plan
| Weeks | Focus |
|---|---|
| 1–2 | Allow OpenAI's search crawler; index in Google and Bing; publish a product facts page |
| 3–6 | Publish a fair category comparison and two pages answering specific buyer questions |
| 5–10 | Get listed in directories; pitch three comparison articles and one publication |
| 8–12 | Track 20 buyer questions weekly; fix gaps; consider ChatGPT ads for the questions where you aren't named |
Use ads to bridge the gap
Organic answers take time. ChatGPT ads can put a new product under the answer while it earns a place in it.
A launch checklist
- Product facts page live on day one.
- Category comparison page within four weeks.
- Directory listings with one consistent description.
- Three outreach emails to authors of cited comparison articles.
- 20 tracked questions in four AI engines.
- ChatGPT ads on questions where you aren't named yet.
Questions
Should we launch with a press release?
If it will be covered by publications AI cites for your category, yes. A wire release alone rarely helps.
How long until a new product gets named?
It varies. With crawlable pages and a few independent mentions, search-based answers can start naming you within weeks.
Can a brand-new company be recommended over established ones?
For specific questions, yes: AI often names the best fit for a niche, not the biggest brand.
Why "best fit" beats "biggest" in specific questions
For broad questions, AI tends to name established brands that appear in many sources. For specific questions, with a size, industry or stack, it looks for the best match among the sources it can find. A new product that clearly documents its fit for a niche can be named there long before it appears in broad answers.
Choose your niche questions deliberately
List the five situations where your product is genuinely the best choice. Build a page for each, get one independent mention for each, and track those questions first. Expand only after you're named in them.
Start here: AI visibility for B2B. More articles in AI visibility.