AI VISIBILITY SNAPSHOT
MATT & NAT
mattandnat.com·Fashion & Apparel
Audited on February 17, 2026. Scores change weekly as LLMs update their training sources.
GLOBAL SCORE
73
/100
VISIBLE
Key Metrics
Presence in AI responses.
CITED IN RESPONSE
2/3
CITED IN PROMPT
1/3
TOP #1
2/3
PROMPTS
3
AI Ranking
Who AI mentions first — and who is rising.
| Prompt | Engine | Position | Competitors |
|---|---|---|---|
| I'm looking for independent vegan bags and accessories made in Canada brands in Canada. What are the best options for quality vegan leather bags and accessories? I don't want big corporations, rather independent Canadian brands.PURCHASE | #1 | ||
| How do I choose among independent vegan bags and accessories made in Canada brands in Canada? What criteria should I look for when buying vegan leather bags and accessories?COMPARISON | #1 | ||
| What are the best independent alternatives to MATT & NAT for vegan bags and accessories made in Canada? I want similar-sized Canadian brands, not large corporations.ALTERNATIVES | Not cited |
NEXT STEP
MATT & NAT is visible — protect your lead.
Your 73/100 score can shift every week. The full audit monitors 60 queries and alerts you when a competitor gains ground.
AI VISIBILITY ANALYSIS
MATT & NAT achieves an AI visibility score of 73/100 in the Fashion & Apparel category. This brand is well positioned in AI engine responses from ChatGPT and Perplexity.
In terms of share of voice, MATT & NAT competes against Pixie Mood, Doshi and Cork House. MATT & NAT maintains a leadership position with 2 #1 placement(s) across 3 analyzed prompts.
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.
MATT & NAT