Find out what AI engines say about you when you are not in the room
Someone asks an AI assistant for the best option in your category. V Turn AI measures whether you were named, cited, recommended, or never came up at all.
What we measure
Seven metrics that describe AI visibility honestly
Each one has a single published definition, used identically in the dashboard, the API and every report.
Brand Mention Rate
How often AI engines name your brand when answering the prompts you track.
- How it is calculated
- Valid AI responses that mention your brand, divided by all valid AI responses in the period. Failed or errored runs are excluded.
Citation Rate
How often AI engines link to your domain as a source in their answers.
- How it is calculated
- Valid AI responses citing at least one URL on your domain, divided by all valid AI responses. Only engines that return source lists contribute.
Recommendation Rate
How often an AI answer actively recommends you, rather than only listing you in passing.
- How it is calculated
- Valid AI responses where the answer positively recommends your brand, divided by all valid responses. Recommendation is judged from the answer text, not merely from your name appearing.
Prompt Coverage
The share of your tracked prompts where your brand shows up at least once.
- How it is calculated
- Tracked prompts with at least one mention on any monitored engine, divided by all tracked prompts that were executed.
AI Share of Voice
Out of every time your brand or a tracked competitor is named in an AI answer, the share that was you.
- How it is calculated
- Your mentions divided by the total mentions of you plus your tracked competitors, across every valid AI response in the period.
Engine Consistency
For the same question, the share of monitored engines that mention you.
- How it is calculated
- For each prompt, engines mentioning your brand divided by engines that returned a valid answer, then averaged across prompts.
Citation Diversity
How many different pages on your site AI engines have cited.
- How it is calculated
- The count of distinct URLs on your domain cited across all AI runs in the period.
Engines
Which engines we monitor, and exactly how
We call each engine's official developer API. We do not scrape consumer products, and we never imply an endorsement that does not exist.
Each result is stamped with the engine, the model, the execution date and one of these modes:
- Directly observed: Read directly from the engine's own consumer surface.
- API observed: Produced by calling the engine's official developer API. Results reflect the API, which can differ from the consumer product.
- Estimated: Derived from other signals rather than measured directly. Treat as indicative.
- Unavailable: No authorised data source is connected, so no measurement exists.
Prompt tracking
Track questions, not keywords
Nobody types 'crm software india' into ChatGPT. They ask a question, and the answer they get is the whole result page.
V Turn AI suggests prompts from your own website content, your services, your Search Console queries and your competitors, grouped by intent from awareness through to transactional. You edit them before any of them go live.