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AI VISIBILITY SNAPSHOT

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Mium Lab

miumlab.comΒ·Fashion & Apparel

Mium Lab is almost never recommended by AI. Picture Organic Clothing and Cimalp dominate your category.
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Audited on February 17, 2026. Scores change weekly as LLMs update their training sources.

GLOBAL SCORE

8

/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 β€” and who is rising.

πŸ₯‡
Picture Organic Clothing
88
πŸ₯ˆ
Cimalp
45
πŸ₯‰
Lagoped
10
#4
Mium Lab
8
+ 4 more competitors detected β†’
Analyzed Prompts3 active
PromptEnginePositionCompetitors
I'm looking for eco-friendly technical clothing for sports brands in France. What are the best options for quality innovative and sustainable sportswear? I don't want big corporations, rather independent brands.PURCHASE
ChatGPT
ChatGPT
Not cited
Picture Organic Clothing
Patagonia
Hopaal
+1
How do I choose among independent technical clothing for sports brands in France? What criteria should I look for when buying innovative and sustainable sportswear?COMPARISON
ChatGPT
ChatGPT
Not cited
Picture Organic Clothing
Cimalp
Lafuma
+1
What are the best independent alternatives to Mium Lab for technical clothing for sports? I want similar-sized French brands, not large corporations.ALTERNATIVES
ChatGPT
ChatGPT
Not cited
Cimalp
Picture Organic Clothing
Aigle
+1
Top 1 Cited Not cited
See all 60 prompts β†’

NEXT STEP

You're missing 95% of insights on Mium Lab.

The full audit of miumlab.com 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
Picture Organic Clothing is already monitoring their AI visibility
Tested on
ChatGPTPerplexityClaude

AI VISIBILITY ANALYSIS

Mium Lab achieves an AI visibility score of 8/100 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, Mium Lab competes against Picture Organic Clothing, Cimalp and Lagoped. Picture Organic Clothing currently dominates #1 placements (2 vs 0 for Mium Lab).

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.

Mium Lab

Mium Lab

8/100
Audit Mium Lab⏎