AI visibility benchmarking
Choose the comparison set, compare the right metrics and read the sources behind the scores.
The short answer
AI visibility benchmarking compares how often and how favorably AI assistants name and describe your brand versus competitors or peers, using the same prompts and platforms. Read the sources AI cites, not just the scores, so the benchmark tells you what to build next.
Choose the comparison set
| Context | Compare with | Notes |
|---|---|---|
| Commercial brands | Direct competitors and the brands AI names in your category. | Include the brands AI actually names, not only the ones you track internally. |
| Public agencies | Peer organizations, such as agencies in similar states or counties. | Peer organization selection and jurisdictional focus are set up at configuration. |
| Multi-brand organizations | Each brand against its own competitors. | Roll up to a portfolio view. |
What to compare
| Metric | View |
|---|---|
| Visibility | Share of prompts naming each brand, by topic and audience. |
| Share of voice | Your mentions as a share of the set. |
| Position | How often each brand appears first. |
| Citations | Which domains and page types each brand earns. |
| Sentiment and accuracy | How each brand is described. |
Read the sources, not just the scores
Benchmarks become actionable when you inspect what AI cites. For the non-profit education publisher, 57% of citations went to single lesson pages titled like the question, and a small group of primary-source institutions took 44%. That told the team what kind of pages to build and which sources to link to.
Cadence and caveats
- Benchmark at the baseline and then quarterly.
- Keep the comparison set and prompt mix stable between periods.
- Treat small differences as noise; look for sustained gaps.
- Public benchmarks for AI visibility are limited, so a like-for-like comparison inside your own set is the most reliable view.
Keep exploring.
Talk to a Prolifico expert.
Tell us about your goals and we'll recommend where to start.
Frequently asked questions
What is AI visibility benchmarking?
Comparing how often and how favorably AI assistants name and describe your brand versus competitors or peers, using the same prompts and platforms.
Who should we benchmark against?
Direct competitors and the brands AI names in your category. Public agencies compare with peer organizations in similar jurisdictions.
How often should we benchmark?
At the baseline and then quarterly, with the same comparison set and prompt mix each time.