AI visibility measurement by Rankovi Labs

Understand how your business appears in AI search.

See when AI answers mention your business, which websites they cite, and which competing businesses appear. Used within Rankovi Labs engagements, that evidence guides improvements to your website, content, and digital presence.

Measured across ChatGPT · Claude · Gemini · Perplexity

Client measurement example October 8, 2026 · Run 75
SWFL Health & Hydration
Mobile IV therapy · Fort Myers, Florida · 20 questions × 4 engines × 3 passes
Answers naming the business, by engine
EngineNamedShare
ChatGPT39 / 6065.0%
Claude37 / 6061.7%
Gemini36 / 6060.0%
Perplexity36 / 6060.0%
One client, one dated baseline — all 240 answers. A mention is not a recommendation, and this is not a live feed.
What you receive

Better evidence. A clearer plan for your business.

Rankovi.ai adds a measured view of AI visibility to your Rankovi Labs engagement. You receive a written explanation of what we found, prioritized next steps, and measurement scoped to the engagement.

01 · What we found

The answers and sources

Which questions named your business, which websites the answers cited, and which other businesses appeared — recorded per question, engine, and pass.

02 · What it suggests

The pattern worth investigating

Where visibility is consistent, where it is uneven, and which sources the engines lean on — stated as hypotheses, with the evidence behind them.

03 · What to improve next

The work and the remeasurement plan

What Rankovi Labs proposes to investigate and improve on the site or in its content, and what gets measured again once the work ships.

Real evidence · One client example

SWFL Health & Hydration: a measured starting point.

October 8, 2026 · Run 75
20 questions, four engines, three passes each — 240 answers recorded as successful and web-grounded.

148/ 240
61.7% — answers naming SWFL Health & Hydration
112/ 204
54.9% — answers naming the business when the question did not include its name
149/ 240
62.1% — answers citing the business’s website
Question 65 · Fort Myers

“Best mobile IV therapy service in Fort Myers, Florida”

12of 12 answers named the business
ChatGPT3/3
Claude3/3
Gemini3/3
Perplexity3/3
Question 66 · Naples

“Best mobile IV therapy in Naples, FL”

5of 12 answers named the business
ChatGPT3/3
Claude0/3
Gemini2/3
Perplexity0/3

Observed: provider-search results varied between Fort Myers and Naples. The Naples hotel-delivery question (Q68) was 12 of 12, so this is not an absence from Naples searches — it is specific to the provider-search question.

Next: review the sources and competing providers in those Naples answers, then check whether the existing service information answers that need clearly.

One baseline

It records mentions and citations — not bookings, revenue, or improvement caused by website changes.

Read the full case study ↗

Method and limits

Repeatable questions. Traceable answers. Clear limits.

Each of 20 questions is asked three times across ChatGPT, Claude, Gemini, and Perplexity with web search enabled. Every answer is stored with its cited URLs and recorded settings, so each figure traces to the answers behind it.

We report business mentions and website citations separately. Neither alone establishes a recommendation or its rank. API results do not reproduce every customer’s experience, and repeat runs show change without proving its cause.

Engines, pathways, location controls, and failure handling →

Next step

See where your business stands.

Talk with Rankovi Labs about your business and growth goals. We can scope a baseline and turn the findings into a practical plan.

The quick check is a snapshot — three buyer questions, four engines, one pass. A full engagement adds repeated measurement, interpretation, and an implementation plan.