AI Visibility Scorecard
Left On Friday
ca.leftonfriday.com · E-commerce
Borderline visible. AI bots can crawl Left On Friday, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 10 times
Meta AI · Parallel · Claude · Perplexity
#26,520 of 739,382 in E-commerce for AI visibility
67
AI Naming Predictability
iNamed occasionally · 67/100
E-commerce average 18
Top 4% of E-commerce
See what's behind this score →4.8
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Transactable · 20/100
E-commerce average 27
See what's behind this score →0
About Left On Friday
from our crawl and measurement
Left On Friday describes itself simply: "Poolsuit, Powersuit, Playsuit. Do it all in one suit. Left On Friday is a premium active swimsuit brand. Designed for sport. Destined for fun." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (BreadcrumbList), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 7 times in our tracking, including ClaudeBot (Anthropic), PerplexityBot and Meta AI.
- Company ·
- Left On Friday
- Website ·
- ca.leftonfriday.com
- Industry ·
- E-commerce
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Sep 30, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Fair
Press and news coverage.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.8/10, Left On Friday is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Left On Friday
Which AI engines already crawl you
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Left On Friday.
Left On Friday lists 218 products, 190 in stock, priced 25.00 to 240.00.
Show all 218 products
- League Shirt *Check Yourself · 170.00 · Tops
- Tracky Sock *Check Yourself · 35.00 · Accessories
- Check Yourself Scarf · 60.00 · Accessories
- Sports & Rec Jogger *Check Yourself - Delight / Hot · 160.00 · Pants
- Beach Side Hoodie *Check Yourself - Delight / Hot · 200.00 · Tops
- Sports & Rec Sweatshirt *Natalie Edition - Daydream · 200.00 · Tops
- Sports & Rec Sweatshirt *Natalie Edition - Turf · 200.00 · Tops
- Sports & Rec Sweatshirt *Natalie Edition - Limoncello · 200.00 · Tops
- League Shirt Cropped - Check Yourself · 160.00 · Tops
- Check Yourself Sock · 35.00 · Socks
- League Shirt - Boobwave · 170.00 · Tops
- Carrier Tote - Delight · 35.00 · Bag
- Cable Beanie - Sweet Chili Heat · 35.00 · Hat
- Cable Beanie - Holiday / Coconut · 35.00 · Hat
- Sports & Rec Sweatshirt *Natalie Edition - Hot · 200.00 · Tops
- Sunday Suit *Tall - La La Land · 220.00 · One Pieces
- Reef Top - La La Land · 120.00 · Tops
- Salty Bottom - Aperol / La La Land · 70.00 · Bottoms
- Sunday Top D+ - La La Land · 120.00 · Tops
- Top Shelf - Sweet Chili Heat / Zinc / Hot · 140.00 · Tops
- Plunge Top - Camp · 120.00 · Tops
- Twisted Plunge Top - Camp · 120.00 · Tops
- Rays Long Sleeve Top - Camp · 115.00 · Tops
- Physical Gift Card - CAD · 50.00 · Gift Card
- Physical Gift Card - In Store- CAD · 50.00 · Gift Card
- eGift Card - CAD · 50.00 · Gift Card
- Le Floaty Fob *Clare V. Collab · 130.00 · out of stock · Accessories
- Crossbody Strap *Clare V. Collab · 195.00 · out of stock · Accessories
- Bandana *Clare V. Collab · 115.00 · Accessories
- Trucker Hat *Clare V. Collab · 75.00 · out of stock · Accessories
- Pool Days Top - Zinc · 120.00 · Tops
- Pool Days Top - Aperol · 120.00 · Tops
- Sunday Top - Hot · 120.00 · Tops
- Hi Hi Bottom - Hot · 120.00 · Bottoms
- Sandy Top - Sour · 85.00 · Tops
- Plunge Top - Mirage · 75.00 · Tops
- Sunday Skirt - Jet · 130.00 · Bottoms
- Offshore Top - Limoncello · 75.00 · Tops
- Sunday Skirt - Coconut · 130.00 · Bottoms
- Hi Hi Bottom - Limoncello · 85.00 · Bottoms
- Double Scoop Top - Jam · 80.00 · Tops
- Barre Tank - Wild · 55.00 · Tops
- June Slide - Mirage/Jam · 155.00 · Shoes
- June Slide - Jet/Wild · 155.00 · Shoes
- Birdie Skirt - Varsity · 100.00 · Bottoms
- Muscle Dress - Sprint · 105.00 · Dress
- Muscle Dress - Mauve It Mauve It · 105.00 · Dress
- Seaside Shirt - Wild · 125.00 · Tops
- Sunday Suit - Tan Lines · 155.00 · out of stock · One Pieces
- Sunday Top - Rescue · 120.00 · Tops
- La Plage Playsuit 27" - Jet · 180.00 · Playsuits
- La Plage Playsuit 27" - Jam · 180.00 · Playsuits
- La Plage Playsuit 27" - Sprint · 180.00 · Playsuits
- Frame Tank *Rib - Agave · 80.00 · Tops
- Super Moves Tight *Rib - First Place · 130.00 · Pants
- Barre Tank *Rib - First Place · 80.00 · Tops
- Form Tank *Rib - Blue Skies · 80.00 · Tops
- Plunge Playsuit 27" *Rib - Jet · 180.00 · Playsuits
- Plunge Playsuit 27" *Rib - Cold Brew · 180.00 · Playsuits
- Form Tank *Rib - Agave · 80.00 · Tops
- Super Moves Short 7" *Rib - Varsity · 80.00 · Shorts
- Super Moves Short 7" *Rib - Jet · 80.00 · Shorts
- Frame Tank *Rib - Coconut · 80.00 · Tops
- Frame Tank *Rib - Jet · 80.00 · Tops
- Frame Tank *Rib - Varsity · 80.00 · Tops
- Super Moves Short 7" *Rib - Agave · 80.00 · Shorts
- Form Tank *Rib - Jet · 80.00 · Tops
- Super Moves Tight *Rib - Jet · 130.00 · Pants
- Super Moves Short 7" *Rib - Cold Brew · 80.00 · Shorts
- Super Moves Tight *Rib - Varsity · 130.00 · Pants
- Plunge Playsuit 27" *Rib - Varsity · 180.00 · Playsuits
- Super Moves Short 7" *Rib - First Place · 80.00 · Shorts
- Barre Tank *Rib - Blue Skies · 80.00 · Tops
- Plunge Playsuit 27" *Rib - First Place · 180.00 · Playsuits
- Barre Tank *Rib - Cold Brew · 80.00 · Tops
- Barre Tank *Rib - Agave · 80.00 · Tops
- Form Tank *Rib - First Place · 80.00 · Tops
- Super Moves Tight *Rib - Agave · 130.00 · Pants
- Frame Tank *Rib - Cold Brew · 80.00 · Tops
- Frame Tank *Rib - First Place · 80.00 · Tops
- Super Moves Tight *Rib - Cold Brew · 130.00 · Pants
- Form Tank *Rib - Coconut · 80.00 · Tops
- Barre Tank *Rib - Jet · 80.00 · Tops
- Pool Days Top - Pepper / La La Land / Rescue · 140.00 · out of stock · Tops
- Reef Top - Mini Splash Stripe Vertical: Tiki / Holiday · 120.00 · Tops
- Hi Tide Bottom - Tourist · 120.00 · Bottoms
- Sunday Suit - Aloha · 220.00 · out of stock · One Pieces
- Ace Tight 25" - Sprint · 130.00 · Pants
- Ace Tight 25" - Jet · 130.00 · Pants
- Ace Tight 25" - Cold Brew · 130.00 · Pants
- Ace Tight 25" - Eclipse · 130.00 · Pants
- Sandy Top - Riptide · 120.00 · out of stock · Tops
- Pool Days Top D+ - Sprint · 120.00 · out of stock · Tops
- Weekender Suit - Palm · 220.00 · out of stock · One Pieces
- Tubular Top *LOF X DUNE - Cold Brew / Stormy / Sandal · 140.00 · Tops
- Top Shelf - Punch · 120.00 · Tops
- Sunday Top - Splash Stripe Horizontal: Blue Skies / Coconut · 120.00 · Tops
- Pool Days Top - Splash Stripe Horizontal: Blue Skies/ Coconut · 120.00 · Tops
- Halfmoon Bottom - Jam · 110.00 · Bottoms
- Double Scoop Suit - Sweet Chili Heat (Red) · 220.00 · One Pieces
- Physical Gift Card · 50.00 · out of stock · Gift Card
- Dip Bottom *Left On Friday X Loeffler Randall - Brushed Leopard · 130.00 · out of stock · Bottoms
- Day Trip Pant - Tan Lines · 180.00 · out of stock · Bottoms
- Rays Sleeveless Top *Long - Varsity · 95.00 · Tops
- Shoreline Suit - Palm · 220.00 · out of stock · One Pieces
- Day Trip Pant - Sport Stripe: Jet / Stormy · 180.00 · out of stock · Bottoms
- Retreat Suit *Tall - Stormy · 220.00 · One Pieces
- Grand Slam Cap - Super Fan White · 35.00 · Hat
- Twisted Plunge Top - Blue Skies · 120.00 · out of stock · Tops
- Ace Short 3.5" - First Place · 80.00 · Bottoms
- Ace Short 3.5" - Blue Skies · 80.00 · Bottoms
- Rays Short Sleeve Top - Bronze · 100.00 · Tops
- Cabana Maxi Dress - Petite Palm Fronds Tan · 240.00 · Dress
- Lo Lo Shortie - First Place · 110.00 · Bottoms
- Lo Lo Shortie - Blue Skies · 110.00 · Bottoms
- Lo Lo Shortie - Jet · 110.00 · Bottoms
- Lo Lo Shortie - Stormy · 110.00 · Bottoms
- Lo Lo Shortie - Sweet Chili Heat · 110.00 · Bottoms
- Lo Lo Shortie - Punch · 110.00 · Bottoms
- Lo Lo Shortie - Cold Brew · 110.00 · Bottoms
- Lo Lo Shortie - Drift · 110.00 · Bottoms
- Lo Lo Shortie - Deep End · 110.00 · Bottoms
- Sunday Suit *Shortie - Sprint · 220.00 · One Pieces
- Sunday Suit *Shortie - Jet · 220.00 · One Pieces
- Sunday Suit *Shortie - Sweet Chili Heat · 220.00 · One Pieces
- Sunday Suit *Shortie - Cold Brew · 220.00 · One Pieces
- Sunday Dress - Coconut · 155.00 · out of stock · Dress
- Half Day Dress - Flame · 155.00 · Dress
- Getaway Dress - Point Break · 155.00 · Dress
- Getaway Dress - Jet · 155.00 · Dress
- Getaway Dress - Flame · 155.00 · Dress
- Getaway Dress - Coconut · 155.00 · Dress
- Getaway Dress - 24 Karat · 155.00 · Dress
- Sunday Skirt - Turf · 130.00 · Bottoms
- Tracky Sock - Super Moves · 25.00 · Socks
- Tracky Sock - Super Fan · 25.00 · Socks
- Tracky Sock - Monster Block · 25.00 · Socks
- Cabana Maxi Dress - Sprint Stripe: Dark Sprint / Sprint · 240.00 · Dress
- Sunday Tankini - Deep End · 140.00 · Tops
- Sunday Tankini - Jet · 140.00 · Tops
- Pool Days Tankini - Stormy · 140.00 · out of stock · Tops
- Pool Days Tankini - Palm · 140.00 · Tops
- Pool Days Tankini - Jet · 140.00 · Tops
- Sunday Tankini - Blue Skies · 140.00 · Tops
- Sunday Tankini - Hot · 140.00 · Tops
- Pool Days Tankini - Sweet Chili Heat · 140.00 · Tops
- Peak Playsuit 27" - Eclipse · 180.00 · Playsuits
- Peak Playsuit 5" - Abyss · 160.00 · Playsuits
- Peak Suit D+ *Tall - Varsity · 220.00 · One Pieces
- Getaway Short 5" - Coastal Stripe: Varsity / Coconut · 130.00 · Shorts
- Retreat Suit *Tall - Eclipse · 220.00 · One Pieces
- Retreat Suit *Tall - Beach · 220.00 · One Pieces
- Peak Playsuit 5" - First Place · 160.00 · Playsuits
- Hi Hi Bottom - First Place · 120.00 · Bottoms
- La Plage Top - Jet · 120.00 · Tops
- Swell Oversized Long Sleeve Tee - Varsity · 100.00 · Tops
- Swell Oversized Long Sleeve Tee - Coconut · 100.00 · Tops
- Swell Oversized Long Sleeve Tee - Agave · 100.00 · Tops
- Swell Oversized Long Sleeve Tee - Jet · 100.00 · Tops
- Super Moves Short 5" - Zinc · 55.00 · Bottoms
- League Shirt - Yellow · 115.00 · out of stock · Tops
- Paddle Short *Long - Tan Lines · 55.00 · Bottoms
- Barre Tank - Jam · 80.00 · Tops
- Barre Tank - First Place · 80.00 · Tops
- Barre Tank *Long - Agave · 80.00 · Tops
- Kick It Pant - Eclipse · 130.00 · Bottoms
- Kick It Pant - Abyss · 130.00 · Bottoms
- Shoreline Suit *Tall - Jam · 220.00 · One Pieces
- Reef Top D+ - Coconut · 120.00 · Tops
- Retreat Suit *Tall - First Place · 220.00 · One Pieces
- Retreat Suit *Tall - Agave · 220.00 · One Pieces
- Retreat Suit *Tall - Varsity · 220.00 · One Pieces
- Sunday Suit *Tall - Palm · 220.00 · One Pieces
- Pool Days Top - Punch · 120.00 · out of stock · Tops
- Getaway Button Down - Lagoon Stripe: Varsity / Sprint · 160.00 · out of stock · Tops
- Rays Long Sleeve Top - Point Break · 115.00 · Tops
- Hi Tide Bottom - Martini · 120.00 · Bottoms
- Streamline Suit - Legend · 220.00 · out of stock · One Pieces
- Streamline Suit - Pepper · 220.00 · out of stock · One Pieces
- Reef Top - Bronze · 120.00 · out of stock · Tops
- Double Scoop Suit - Aloha · 220.00 · out of stock · One Pieces
- Rays Short Sleeve Top - Blue Skies · 100.00 · out of stock · Tops
- La Crosse Top - Jam · 120.00 · out of stock · Tops
- Sunday Top D+ - Aperol · 120.00 · out of stock · Tops
- Sunday Suit - La La Land · 220.00 · One Pieces
- Coastal Pant - Lagoon Stripe: Varsity / Sprint · 180.00 · out of stock · Bottoms
- Saturday Suit *Tall - Cold Brew · 220.00 · One Pieces
- Saturday Suit *Tall - Zinc · 220.00 · One Pieces
- Saturday Suit *Tall - Jet · 220.00 · One Pieces
- Saturday Suit *Tall - Drift · 220.00 · One Pieces
- Saturday Suit *Tall - First Place · 220.00 · One Pieces
- Saturday Suit *Tall - Deep End · 220.00 · One Pieces
- Saturday Suit *Tall - Blue Skies · 220.00 · One Pieces
- Saturday Suit *Tall - Sweet Chili Heat · 220.00 · One Pieces
- Saturday Suit - Drift · 220.00 · One Pieces
- Saturday Suit - Blue Skies · 220.00 · One Pieces
- Saturday Suit - Cold Brew · 220.00 · One Pieces
- Saturday Suit - First Place · 220.00 · One Pieces
- Saturday Suit - Zinc · 220.00 · One Pieces
- Saturday Suit - Jet · 220.00 · One Pieces
- Saturday Suit - Deep End · 220.00 · One Pieces
- Saturday Suit - Sweet Chili Heat · 220.00 · One Pieces
- Wear To Bottom - Tan Lines · 75.00 · Bottoms
- Top Shelf - Tan Lines · 85.00 · Tops
- Double Scoop Top - Tan Lines · 85.00 · Tops
- Double Scoop Suit - Tan Lines · 155.00 · One Pieces
- Pool Days Top D+ - Tan Lines · 85.00 · Tops
- Backside Thong - Tan Lines · 75.00 · Bottoms
- Streamline Bottom - Zinc · 75.00 · Bottoms
- Streamline Bottom - Pepper · 75.00 · Bottoms
- Hi Hi Bottom - Wild · 85.00 · Bottoms
- Pool Days Top - Sour · 85.00 · Tops
- Day Trip Button Down - Legend Stripe: Legend/Coconut · 125.00 · Tops
- Super Moves Short 5" - Mauve It Mauve It · 55.00 · Bottoms
- Shoreline Playsuit 5" - Wild · 110.00 · Playsuits
- Super Moves Tight - Wild · 90.00 · Bottoms
- Barre Tank - Mauve It Mauve It · 55.00 · Tops
- Super Moves Short 9" - Wild · 55.00 · Bottoms
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ca-leftonfriday
Cite this score: Engagemii (2026). "AEO Score for Left On Friday." Retrieved from https://engagemii.com/aeo/brands/ca-leftonfriday
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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