AI visibility for launches

A launch can be flawlessly executed and still be invisible, because the answer engines have never heard of it. This is how you fix that.

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The launch readiness framework: eight dimensions and forty checks

Launch readiness scored across eight weighted dimensions and forty checks. The full framework, the weights, the five result bands, and how to act on your score.

The framework both of these sections are built on

AI visibility

The 12 prompt test for industrial products

A version of the 12 prompt test for spec-led industrial buyers: prompts by standard, material, size, capacity and location, how to run them, and a score sheet.

15 November 2026 · 6 min read

AI visibility

Telling AI assistants you have a new site, name or product line

AI assistants learn of a new site, name or product line from redirects, structured data and matching profiles. What to change, in what order, and how to check.

13 November 2026 · 6 min read

AI visibility

AI crawler access, schema and entities for a product nobody has heard of yet

The three layers that decide whether an answer engine can cite a brand new product: whether its crawlers can fetch you, whether your pages can be parsed into facts, and whether your brand resolves to an entity anything else corroborates.

28 September 2026 · 8 min read

AI visibility

Nobody can find your launch: answer engine optimisation for new products

A launch can be executed perfectly and still be absent from AI answers. How to get retrieved, named and described correctly by answer engines before launch day.

16 August 2026 · 10 min read

AI visibility

The 12 prompt test: how to check whether ChatGPT, Perplexity and Gemini know your product exists

Twelve prompts that reveal whether ChatGPT, Perplexity and Gemini can find and correctly describe your product, with a scoring sheet and how to read the result.

16 August 2026 · 9 min read

AI visibility

Comparison and alternatives pages: the launch asset answer engines quote most

Comparison and alternatives pages get cited because they already answer the question in the shape it was asked. How to build them, and what makes them fail.

16 August 2026 · 9 min read

From the publisher

Product Launch Blog is published by EbizIndia. These links go to its own pages.

Put a number on your own launch

Forty checks across eight dimensions. Free, instant, no email needed for the score.

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