The pattern in the reviews
Read enough independent comparisons of AI-visibility platforms and the same sentence keeps reappearing in different words. One 2026 comparison describes an enterprise platform plainly as a monitoring and measurement tool that does not help you create content that gets cited, and adds that most platforms in the category share the limitation: they show you where you are invisible but leave you to figure out what to do about it. Another describes a well-funded competitor as fundamentally monitoring-focused. A third notes that a hallucination-detection tool will tell you when a model says something wrong about your brand, but will not help you fix the page behind it.
This is not a knock on those products. They are doing the job they were built for, and doing it well. It is an observation about where the category stopped.
Why the gap is expensive
A score is not a decision
Knowing you are absent from an answer tells you nothing about which of twenty possible causes is responsible. Crawler blocking, client-side rendering, a page that never answers the question in a liftable passage, or simply a stronger source — these need different fixes.
The work lands on the most expensive person
When a dashboard reports a problem without diagnosing it, the interpretation falls to whoever is senior enough to guess. In an agency, that is the person whose time you bill highest.
You cannot prove the change
If measurement and repair live in different tools, the before-and-after is manual. That is precisely the number a client wants to see.
What closing the loop looks like
The loop is four moves, and each hands its output to the next: measure what engines actually say, diagnose why a page is not citable with the evidence attached, fix it with a draft grounded in your own content, then re-run the same measurement and record what moved.
| Job | Cost | What you get back |
|---|---|---|
| Site Check | Free | Crawler-by-crawler access matrix — can AI engines reach you at all. |
| AI Visibility run | 15–45 credits | Your buyers' questions across six engines, multi-pass. 10 prompts × 6 engines is 15; 30 prompts is 35, or 45 with the LLM Mentions add-on. |
| URL Audit | 5 credits | Per-engine readability score for one page, with the evidence behind every factor and a ranked fix list. |
| Gap Analysis | 5 credits | Benchmarks your page against named competitor pages, gap by gap. |
| Page Rewrite | 10 credits | A publish-ready draft grounded strictly in your own content. Never auto-published. |
| Audit + Rewrite together | 12 credits | The pair, priced below buying them separately. |
| Citation Radar | 5–20 credits | Citations or Mentions 5 each; Rankings or AI Overviews 10 each; Citations + Rankings 15; All-in-One 20. |
$1 = 1 credit. Volume bundles: 100 credits for $85 · 250 credits for $175 · 500 credits for $350 · 1,000 credits for $700. A seven-page site pass is 7 × 12 = 84 credits ($84 at list), so the 100-credit bundle at $85 covers it with credits to spare. Every account starts with 15 free credits and no card.
The verdict that changes the job
Most trackers give you three outcomes: cited, mentioned, or absent. There is a fourth that is more useful than any of them:
CITED MENTIONED ABSENT OPEN
- CITED — Your domain appeared in the answer's source list.
- MENTIONED — Your brand was named in the answer text, without a link.
- ABSENT — Neither named nor cited — a competitor took the answer.
- OPEN — Nobody owns this answer yet — an opportunity to build the page.
An OPEN answer is one no source owns yet. It is not a competitive loss to claw back — it is an unclaimed page waiting to be written, and it is the cheapest visibility available to you.
What we do not claim
- Per-engine scores are directional estimates, not a guarantee of placement.
- We measure what is on your page and what engines return. We do not measure off-domain authority, and we never promise citations, rankings or traffic.
- A rewrite is a draft grounded in your existing content. It invents no facts and it never publishes itself.
Frequently asked questions
Is monitoring useless then?
Not at all — you cannot fix what you have not measured. The argument is that measurement alone is half a job, and the second half is where the value is.
What is the difference between an AI visibility tracker and a GEO tool?
A tracker reports whether AI answers mention or cite you. A GEO tool changes the page so that they are more likely to. Many products do the first; fewer do both.
What does 'closing the loop' actually produce?
Four artefacts: an access verdict, a per-engine audit with evidence and a ranked fix list, a gap comparison against named competitor pages, and a rewrite grounded in your own content.
Can you guarantee the fix wins the citation?
No. Citation depends on factors beyond the page, including off-domain authority we do not measure. We report what is measurable and rank the fixes by likely impact.