Rankovi.ai — Digital Visibility Intelligence Technology / Our proprietary measurement layer

We don’t guess what AI says. We measure it.

Rankovi.ai observes how a brand appears in search-grounded AI answers across the major engines. It lets us separate what we know from what we assume — and choose where the next effort belongs. It is one layer of the Rankovi Labs growth process, not a separate product you subscribe to.

How it works

Live answers, stored in full, failures counted as failures.

  • Search-grounded, not from memory. Each engine is required to run a live web search before answering — ChatGPT via web search, Claude via server-side search, Gemini via Google Search grounding, Perplexity Sonar. An answer that didn’t search is recorded as ungrounded and excluded.
  • Repeated. Every prompt is asked three times per engine. A mention rate is the share of passes that named the brand.
  • Located. The buyer’s location is set where the engine supports it, and recorded where it doesn’t.
  • Traceable. The full text of every answer, every URL cited, the model used, and whether it searched are stored per pass. Every figure in a report opens to the answers behind it.
  • Honest about gaps. A failed or ungrounded query is never counted as “not mentioned.” It is labeled and left out of the rate.
Rankovi.ai report page: a twenty-prompt matrix across ChatGPT, Claude, Gemini, and Perplexity with the share of passes naming the brand in each cell
What it helps us decide

From observations to better decisions.

Rankovi.ai informs the strategy. Rankovi Labs does the work.

01 / Discovery

Is the brand appearing?

Buyer-intent prompts organized by topic, market, and decision stage — brand, commercial, and problem-aware — so you can see where you’re the answer and where no one is yet. Mentions are reported as mentions, not as recommendations.

02 / Sources

What is being cited?

The pages and domains each engine actually linked in its answer. A citation tells us the engine read the site and gave the buyer a path to it — and which pages are doing the work.

03 / Competition

Which alternatives appear?

Competitor names extracted from the same answers, prompt by prompt, instead of a single opaque visibility score. Often the most useful finding is that nobody appears — open ground.

04 / Progress

What changed?

The same prompt set, engines, and method re-run after real work ships. Movement is attributed to the content only when the measurement holds still.

Sample evidence

One baseline, fully disclosed.

SWFL Health & Hydration, measured October 8, 2026: 20 prompts × 4 engines × 3 passes.

Valid answers240/240Zero failed. Zero ungrounded.
Commercial mentions106/12088.3% of “who should I call” answers named the business.
Site citations149/240Answers that linked swflhealthandhydration.com as a source.
Open ground5/7Problem-aware prompts where no local provider was named at all.

A single-run baseline. Mentions and citations are not recommendation rank, leads, bookings, or causation from website work.

Read the full case study ↗

How clients use it

Delivered as reports inside an engagement.

Rankovi.ai measurement is part of Rankovi Labs strategy, build, and growth engagements. Clients receive branded reports like the one above — prompt matrix, engine comparison, citations, competitors, and what to do next — at baseline and after meaningful changes ship.

The client-facing console is in refinement and is not a standard deliverable today. We publish what the method supports and nothing it doesn’t: no claims that every consumer sees these answers, no “real-time rank,” no guarantees of citations.

Curious how your business shows up right now? A quick, single-run check is available below. It is a snapshot, not a report.

Product site: rankovi.ai ↗

Measurement with a purpose

Insight matters when someone acts on it.

We build the strategy and the digital system, then use the evidence to decide what to improve next.