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Mention rate
How often your brand appears in AI responses on your strategic queries.
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Average position
When cited, do you appear in 1st, 2nd or last position?
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Sentiment
Do AI engines talk about you positively, neutrally, or negatively?
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Competitors
Who is cited instead of you? On which queries? With what sentiment?
How it works
We query AI engines like your customers would
We select your industry's strategic queries together, then interrogate the 4 main LLMs to measure your real visibility.
1
Strategic query definition
We define with you the strategic queries your prospects ask AI engines. By theme, intent, geography — no volume limit.
2
Querying the 4 major LLMs
Each query is sent to ChatGPT, Gemini, Claude and Perplexity. Full responses are collected and analyzed.
3
Multi-dimensional analysis
Mention rate, response position, sentiment, competitors cited, sources used, exact verbatims.
4
Interactive dashboard + recommendations
An interactive web report with filters by theme, LLM, competitor. Including priority actions to improve your presence.
Case study
AI presence audit — banking sector
600 strategic queries × 4 LLMs = 2,400 responses analyzed. Here are the results.
45,9%
Mention rate
Brand appears in almost 1 in 2 responses
2,08
Average position
Cited in 2nd position on average
1 102
Total mentions
Across 2,400 analyzed responses
Key insights
Leader on credit and insurance — but nearly absent on savings and retirement, two high-volume query topics.
187 negative mentions detected — mainly about fees and fossil fuel financing. Exact verbatims identify the source content.
187 negative mentions detected — mainly about fees and fossil fuel financing. Exact verbatims identify the source content.
Deliverables
✓Interactive dashboard with filters
✓Analysis by theme (5 axes)
✓Detailed competitive benchmark
✓Negative verbatims with sources
✓Table of 600 queries × 4 LLMs
✓Priority recommendations
Who is it for?
Large companies & mid-caps
You know your customers use ChatGPT. You don't know what it says about you. Présence IA gives you the answer — and the levers to improve it.
Consumer brands
When a consumer asks "best [your category]" to an AI, are you in the response? With what sentiment? Monitor measures it.
Agencies & consultants
Offer Présence IA as a premium service to your clients. A differentiating deliverable your competitors don't offer yet.
Marketing & e-reputation teams
AI is the new reputation channel. Hundreds of undetected negative mentions can be costly. Monitor identifies them.
Want to first measure your site's technical citability?
Start with a free 30-second GEO audit — or upgrade to a detailed audit for a full diagnosis with action plan.