One workbench for search
and AI visibility.
One platform, two jobs. LiamVi is an SEO content optimization tool that scores every draft against a live, SERP-derived contract — and an AI visibility tool that tracks who ChatGPT and Google AI Overviews name for your buyers.
Every score is calibrated against real Google rankings, on 0% polluted data.
Write, score, publish — then measure the real ranking.
LiamVi closes the loop most tools leave open. Every draft is graded against clean, live data, and every result flows back into the next round of content optimization.
Write
Draft in your editor or bring an existing URL. LiamVi pulls the live SERP for your keyword and market in real time — the real sea, not a cached one.
Score
Breakwater cleans the water; Polaris scores your content against a SERP-derived contract — terms, headings and word-count targets under a single content score.
Publish
Ship with confidence. The contract travels with the article, so your team or agency knows exactly what “done” means — no guesswork, no house opinion.
Measure
Tidelog tracks the real ranking and Horizon tracks your AI visibility, then feeds both findings straight back into the next draft.
It's a loop, not a checklist — measurement is fed back in, so your content keeps pace as the sea moves. It fits the workflow your team or agency already runs.
Four parts of the lighthouse. One honest light.
Every capability does a job you can picture — and each one is a concrete advantage over the tools you’re comparing us to. Here is exactly what each does.
Breakwater
A lighthouse is only as good as its view of the water. Breakwater filters out the debris — bot-challenge pages, boilerplate, junk words — that pollutes our competitors’ analysis, and grades every run with an honesty score so you know when the water is murky.
Measured 0% polluted contracts vs competitors’ ~5%.
Clean data before a single term is counted.
Most tools quietly hand you term recommendations built on pages a crawler swallowed whole. Breakwater screens the SERP first, so your keyword research and term data are never contaminated by pages that shouldn’t be there.
- Throws out bot-challenge, security-check and boilerplate “husk” pages.
- Grades every run with an honesty score, so you know when the water is murky.
- Keeps the term contract — and the content score built on it — clean.
Polaris
Every SEO tool scores you against its own opinion. Polaris calibrates the LiamVi score against the only fixed point that matters — what actually ranks on Google — and we publish our predictions ahead of time so reality can grade us.
Validated against real Google rankings — predictions published in advance.
A real content score, validated against Google.
“Is this good enough?” should have an answer you can trust. Polaris calibrates the LiamVi content score against the live top of the search results, then publishes its ranking predictions so reality — not a house model — grades the work.
- Scores terms, headings and word-count targets against what genuinely ranks.
- Publishes ranking predictions in advance for open, honest validation.
- Turns a vague quality call into a number tied to real outcomes.
Tidelog
Search results are tides — they shift every week and advice built on an old chart goes stale. Tidelog records every landscape we’ve seen, notices when yours moves, and points to exactly the part of your article to refresh.
Tells you which paragraph to refresh — not just “you dropped.”
The sea moves in real time. We write it down.
A ranking drop is a symptom, not a diagnosis. Tidelog keeps a running archive of every SERP landscape it has ever seen and tracks yours in real time, so drift is caught the moment the water shifts — with the fix, not just the alarm.
- Archives every search landscape it sees — a full drift history, not a snapshot.
- Flags movement the moment your SERP shifts, in real time.
- Points to the exact paragraph to refresh — down to the section.
Horizon
More and more buyers never reach the search results — they ask an AI. Horizon watches the horizon every week: which brands the assistants actually name for your buyers’ questions, where you’re missing, and which article would put you in the answer.
Weekly AI-visibility watch across ChatGPT, Google AI Overviews & Perplexity.
Brand monitoring for the answers AIs give.
Half your buyers now start with an assistant, not a search box. Horizon is the AI visibility tool that watches who the models name for the questions your buyers ask — and turns that into a plain, weekly report you can act on.
- Runs weekly brand monitoring across ChatGPT, Google AI Overviews and Perplexity.
- Reports your share of voice and exactly where you’re missing.
- Names the one article that would earn you a place in the answer.
Calibrated against reality. Cleaned before it's counted.
Most tools hand you a confident content score built on a second opinion — their model of a “good” page, over data a crawler swallowed whole. We ran a leading tool and LiamVi on the same term contracts: roughly 5%of the competitor's recommendations were contaminated by challenge pages. Breakwater caught every one.
That is the whole platform in one idea: every feature points at reality, not at another tool's opinion. The result you act on is scored against what genuinely ranks — and it slots into the workflow your team or agency already runs.
One platform for search and AI visibility.
LiamVi is opening early access to teams and agencies who want an SEO content optimization tool they can host themselves — and finally trust.
Prefer to talk first? Get in touch.