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AI VISIBILITY SNAPSHOT

STELLA FOREST logo

STELLA FOREST

stellaforest.fr·Fashion & Clothing

STELLA FOREST is almost never recommended by AI. Sézane and Balzac Paris dominate your category.
Run STELLA FOREST audit

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 — and who is rising.

🥇
Sézane
73
🥈
Balzac Paris
40
🥉
Rouje
22
#4
STELLA FOREST
8
+ 5 more competitors detected →
Analyzed Prompts3 active
PromptEnginePositionCompetitors
I'm looking for independent bohemian and contemporary women's clothing brands in France. What are the best options for quality clothing and accessories for women? I don't want big corporations, rather independent brands.PURCHASE
ChatGPT
ChatGPT
Not cited
Sézane
Balzac Paris
Rouje
+1
How do I choose among independent bohemian and contemporary women's clothing brands in France? What criteria should I look for when buying clothing and accessories for women?COMPARISON
ChatGPT
ChatGPT
Not cited
Sézane
Balzac Paris
Rouje
+1
What are the best independent alternatives to STELLA FOREST for bohemian and contemporary women's clothing? I want similar-sized French brands, not large corporations.ALTERNATIVES
ChatGPT
ChatGPT
Not cited
Sessùn
Des Petits Hauts
Leon & Harper
+1
Top 1 Cited Not cited
See all 60 prompts →

NEXT STEP

You're missing 95% of insights on STELLA FOREST.

The full audit of stellaforest.fr 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
Sézane is already monitoring their AI visibility
Tested on
ChatGPTPerplexityClaude

AI VISIBILITY ANALYSIS

STELLA FOREST achieves an AI visibility score of 8/100 in the Fashion & Clothing category. The brand remains undervisible in AI-generated responses, representing an optimization opportunity through GEO (Generative Engine Optimization).

In terms of share of voice, STELLA FOREST competes against Sézane, Balzac Paris and Rouje. Sézane currently dominates #1 placements (2 vs 0 for STELLA FOREST).

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.

STELLA FOREST

STELLA FOREST

8/100
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