01
Name the surface
Inspect
Was the answer produced in Vibe Chat, a Work task or an API request?
Act
Keep a separate baseline for each experience. Do not label a Small API result as a Vibe observation.
Keep the evidence: Product · mode · model
MistralAI visibility trackerEnterprise custom coverage · confirm scope with our team
Mistral visibility tracker
Know where your brand appears. Know what to do next.
Investigate how Mistral describes and cites your brand. Separate Vibe (formerly Le Chat) from Small and Medium API experiments, then scope custom coverage with GEOly.
Mistral is not included in standard monitoring or the standard trial. Collection feasibility, method, cadence and deliverables require agreement.
Enterprise custom coverage · confirm scope with our team
Start with a clear monitoring brief.
Bring your target market, prompt sample, preferred interface and reporting requirements. We will establish whether custom Mistral coverage fits your project before you commit.
- 01Vibe / Le Chat
- Consumer chat experience; record mode, language and visible sources.
- 02Mistral Small / Medium API
- Pin the model and endpoint. Search-tool availability depends on the chosen API workflow.
- 03Brand evidence
- Separate mentions, cited pages and attributed visits.
Mistral
Why measure Mistral on its own
- Buyer questions grouped by intent
- Brand mentions and citation evidence
- Competitor context across the same answer set
For a custom engagement, use these as acceptance criteria. Availability is confirmed during scoping, not promised by this page.
Mistral research starts with the experience. Vibe Chat answers conversational questions, while a Studio API experiment runs a configured model and tool setup. These are separate observation sets.
A useful brand audit checks discovery questions, alternatives and verification requests. Keep the actual source URLs when an answer supplies them; a fluent product description alone is not evidence that your website was used.
Read the signal. Choose the right action.
Mentions, citations and visits answer different questions. Keep them separate before deciding what to optimize.
| Signal | What it tells you | What to do with it |
|---|---|---|
| Brand mentions | Whether the brand is named in the sampled answers. | Find missing buying intents; inspect how the brand is described. |
| Citation Rate | The share of tracked answers citing your own domain. | Inspect the cited URLs and the facts your pages need to support. |
| Share of Model | Your share of brand mentions within the same answer set. | Compare the competitors actually named, using a stable prompt set. |
| Sentiment & answer position | The wording around a brand and its order in the answer. | Read the original context before interpreting a positive or negative label. |
| Referral visits | Attributed website sessions in your analytics. | Evaluate landing pages and key events separately from AI visibility. |
Start with better questions.
Choose a business type and build a small prompt set you can copy into your research workflow. These are editable examples—not live engine results or measured search demand.
Replace placeholders and select your target country and language in your tracking workflow. The starter runs in your browser; it does not query an AI engine.
- 01
Which wireless headphones brands should a first-time buyer consider?
- 02
Which wireless headphones options are worth comparing at different budgets?
- 03
How does [your brand] compare with other wireless headphones options?
- 04
What should I verify before choosing [your brand]?
- 05
Which reliable sources support the claims about [your brand]?
- 06
When should I choose an alternative to [your brand]?
Mistral / Your workflow
From an answer to your next content decision.
02
Inspect search evidence
Inspect
Read the answer and the returned references; record when no source is shown.
Act
Improve the page that explains the missing specification or comparison. Recheck it using the same search configuration.
Keep the evidence: Prompt · cited URL · search setup
03
Compare Small and Medium fairly
Inspect
Check whether model choice, system instructions or search tools changed together.
Act
Change one variable at a time and inspect repeated answers before treating a difference as a content opportunity.
Keep the evidence: Model identifier · repeated sample
Your first measurement cycle
For Mistral, agree the collection and delivery scope before this cycle starts.
- 01
Set the baseline
Choose one market and a focused set of discovery, comparison and validation questions. Save the prompt list before measuring.
- 02
Read the evidence
Inspect missing mentions, citation gaps and inaccurate claims. Prioritize by relevance to a real customer decision.
- 03
Change one useful thing
Improve a specific page or source. Record what changed and when, then compare equivalent observation windows.
Choose the coverage you actually need.
Bring your target market, prompt sample, preferred interface and reporting requirements. We will establish whether custom Mistral coverage fits your project before you commit.
Mistral is not included in standard monitoring or the standard trial. Collection feasibility, method, cadence and deliverables require agreement.
Discuss Mistral coverageBefore you start tracking
Does GEOly include Mistral in standard monitoring?
Mistral is not included in GEOly standard monitoring or its standard trial. Discuss an Enterprise custom research brief; collection feasibility, access, cadence and deliverables must be confirmed before work begins.
What should a Mistral research brief include?
Specify the exact product or API, model where known, market, language, search settings and prompt sample. Agree what counts as a mention, a citation and a valid observation. A page about a platform does not mean collection is already available.
Is Le Chat a separate platform from Vibe?
Mistral renamed Le Chat to Vibe. Record the actual mode being tested. Small and Medium are model families, not substitute measurements of the consumer interface.
Does tracking guarantee AI recommendations?
No. Monitoring helps you identify gaps and inspect changes. It does not control an engine’s answers or guarantee citations, rankings or traffic growth.
Does the prompt starter query an AI engine live?
No. It builds research questions in your browser from your inputs. It does not run collection or show measured demand. Actual monitoring is configured separately.
How should I compare results over time?
Use the same prompt set, engine, market and language across equivalent windows. Inspect valid observation counts and raw answers, and annotate any collection or product-configuration changes.
Is AI visibility the same as website traffic?
No. A brand can be mentioned or cited without receiving a click. Use answer records to assess visibility and GA4 or your own analytics to assess visits and conversions.
Go deeper, when you need to.
Official platform references
References reviewed:
Explore another engine
Make your next visibility decision with evidence.
Start with the questions your customers ask. Follow the answers back to the pages that shape them.
Mistral is not included in standard monitoring or the standard trial. Collection feasibility, method, cadence and deliverables require agreement.