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AI VISIBILITY SNAPSHOT

L'Atelier Mata logo

L'Atelier Mata

lateliermata.co.uk·Fashion & Apparel

L'Atelier Mata is invisible to AI search. Balzac Paris and MaisonCléo are recommended instead.
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Audited on February 18, 2026. Scores change weekly as LLMs update their training sources.

GLOBAL SCORE

0

/100

INVISIBLE

AT RISK

Key Metrics

Presence in AI responses.

CITED IN RESPONSE

0/3

CITED IN PROMPT

1/3

TOP #1

0/3

PROMPTS

3

AI Ranking

Who AI mentions first — and who is rising.

🥇
Balzac Paris
82
🥈
MaisonCléo
58
🥉
Le Slip Français
10
#4
L'Atelier Mata
0
+ 5 more competitors detected →
Analyzed Prompts3 active
PromptEnginePositionCompetitors
I'm looking for artisanal artisanal clothing for women brands in France. What are the best options for quality handmade and custom clothing? I don't want big corporations, rather local independent brands.PURCHASE
ChatGPT
ChatGPT
Not cited
MaisonCléo
Balzac Paris
Atelier Tuffery
+1
How do I choose among independent artisanal clothing for women brands in France? What criteria should I look for when buying handmade and custom clothing?COMPARISON
ChatGPT
ChatGPT
Not cited
Balzac Paris
Maison Cléo
Sézane
+1
What are the best independent alternatives to L'Atelier Mata for artisanal clothing for women? I want similar-sized local brands in France, not large corporations.ALTERNATIVES
ChatGPT
ChatGPT
Not cited
Balzac Paris
Maison Alfa
Loom
+1
Top 1 Cited Not cited
See all 60 prompts →

NEXT STEP

You're missing 95% of insights on L'Atelier Mata.

The full audit of lateliermata.co.uk tests 60 queries across 3 AI engines, detects every weak spot, and generates a personalized action plan.

Find every prompt where you're invisible
Alerts when a competitor overtakes you
Prioritized action plan, step by step
Track gains week after week
PDF report to share with your team
60 queries across ChatGPT, Perplexity, Claude
Balzac Paris is already monitoring their AI visibility
Tested on
ChatGPTPerplexityClaude

AI VISIBILITY ANALYSIS

L'Atelier Mata achieves an AI visibility score of 0/100 in the Fashion & Apparel category. The brand remains undervisible in AI-generated responses, representing an optimization opportunity through GEO (Generative Engine Optimization).

In terms of share of voice, L'Atelier Mata competes against Balzac Paris, MaisonCléo and Le Slip Français. Balzac Paris currently dominates #1 placements (2 vs 0 for L'Atelier Mata).

To improve AI visibility, brands should optimize their presence on sources that LLMs consult: structured data (Schema.org), customer reviews, expert content, and media mentions. See our methodology to understand visibility score calculations.

L'Atelier Mata

L'Atelier Mata

0/100
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