Self-hosted · Calibrated to real Google rankings

See what actually ranks— in search & AI.

LiamVi scores your content against what genuinely ranks on Google and tracks who the AI assistants name — not another tool's opinion.

  • 0% junk data (vs ~5%)
  • 100% rank-calibrated
  • Weekly AI-answer visibility
LiamVi scoreRank-calibrated · 100%
1
2
3junk · filtered
4
AI visibility · this week
ChatGPTMentioned
Google AI OverviewsMissing
PerplexityMentioned
The problem

SEO tools sound confident. Most are guessing.

Contaminated data

Bot-challenge and boilerplate pages get swallowed by crawlers and quietly poison the term recommendations you're told to follow.

Scored against an opinion

Most tools grade your draft against their own model of a “good” page — not against what is actually winning the results today.

Stale advice

Search results shift every week. Advice built on last month's results goes stale, and you're never told which part to refresh.

0%

Junk in LiamVi's data. Breakwater screens every result page before a single term is counted.

~5%

Junk in a leading tool's. Recommendations contaminated by security-check pages its crawler swallowed.

We ran both on the same keywords and published the comparison — along with our ranking predictions, in advance, so reality can grade us. That's the whole product in one habit.

Stop guessing. See exactly where you stand.

LiamVi is opening early access to teams who want an SEO and AI-visibility platform they can host themselves — and actually trust.

Prefer to talk first? Get in touch.