SEOAIO vs MentionPilot
Both track brand visibility across ChatGPT, Perplexity and Google's AI surfaces. The difference is the measurement itself: how many samples stand behind each number, and whether you can check them.
Their side reflects public pages we reviewed on August 15, 2026. Products change; if something here is out of date, tell us and we will correct it.
Where MentionPilot is genuinely strong
- Aggressive price-to-coverage: four engines on the entry tier, undercutting the category's premium names by a wide margin.
- Unlimited seats and projects on every plan, stated plainly on pricing.
- A real, publicly documented integration story: REST API, MCP server, and a Looker Studio connector, with docs served as AI-readable markdown.
- Comparison pages that concede rivals' strengths, which is rarer than it should be.
A comparison that finds nothing good in the other tool is marketing. If the rows above are what you need most, they may genuinely fit you better.
| What matters | SEOAIO | MentionPilot |
|---|---|---|
| Samples behind each number | Each question is sampled repeatedly per run (3 samples per prompt on customer plans), and every share carries its 95% Wilson interval and sample count. | Their pricing math states the sampling: 50 prompts, 4 engines, 30 days equals exactly their 6,000-answer monthly quota, one sample per prompt per engine per day. We found no page stating this directly. |
| Published methodology | A public methodology page, per-metric provenance links, and instrument disclosure on results. | One formula is published (visibility = mentions over responses). We found no sample sizes, intervals, model versions, or methodology page on the surfaces we reviewed. |
| Day-over-day deltas | A movement must clear its own confidence interval or it reports as cannot-tell-yet, never a colored chip. | During our review, demo surfaces presented week-over-week changes to two decimal places from single-sample measurements. |
| The headline score | The composite is HELD until enough engines are actually measured; unmeasured renders as NOT MEASURED. | A single 0-100 visibility score renders from day one. We found no published construction for it. |
| Answer stability | Repeat samples of the same question are compared per run: questions the engine flips on are surfaced as contestable, with the flip counts shown. | Single-sample-per-day measurement cannot observe whether the same question gets different answers on the same day. |
| Try before identifying yourself | A free page audit and a free measured checkup, no email, no card, results on the page. | A 7-day trial with no card. We found no ungated free tool on the surfaces we reviewed. |
MentionPilot is a competently packaged, aggressively priced tracker, and its seat policy and documented integrations are genuinely good. Choose on the measurement: if a number should carry its sample size, its interval, and the ability to read every answer it came from, that is the axis we built for and the one their pricing math shows they did not.
Run a free measured audit, no signupAll comparisons: vs Clovion · vs CookMyRank · vs SeoVision · vs Scrunch · vs SE Ranking · vs Search Atlas · vs Opinly · vs RankMonster · vs CrawlTide · vs Scope · vs Hike SEO · vs Doing it yourself in ChatGPT · vs BrandWell