Run the buyer prompt
Ask ChatGPT and Gemini "best password manager for a small business" and note whether your brand is named.
When someone asks ChatGPT or Gemini “best password manager for a small business”, the model doesn't read a ranking. It synthesizes an answer from the sources it trusts — comparison articles, review platforms, directories, community threads, and well-structured brand pages.
Brands that appear consistently tend to (1) be described clearly on their own site with strong entity signals and schema, (2) be cited on third-party sources the model already trusts for password managers, and (3) show up in comparison and “best password managers” content. Brands that are invisible usually miss one or more of these.
Because answers vary run to run, a single lucky mention isn't proof of visibility — and a single miss isn't proof of failure. What matters is your appearance rate across repeated, dated observations, and which sources the answers cite.
Ask ChatGPT and Gemini "best password manager for a small business" and note whether your brand is named.
Repeat several times — the answer shifts, so one run isn't evidence. Track the appearance rate.
See which domains the answer cites. Those are the sources you need to earn to get recommended.
Free baseline
No. AI answers are non-deterministic — the named products change with phrasing, timing, region, and model updates. A brand can appear in one run and disappear in the next, which is why single checks are misleading and sampled observations matter.
Run the buyer question through ChatGPT and Gemini multiple times and record whether your brand is named, in what position, and which sources the answer cites. mentionpop automates this and returns dated evidence plus the first corrective move.
AI engines synthesize answers from sources they trust — comparison pages, review platforms, directories, and well-structured content. If competitors own those sources and you don't, they get named. Closing that citation gap is the core of getting recommended.