AI Visibility Scorecard
Ferris Coffee & Nut Co.
ferriscoffee.com · E-commerce
Somewhat visible. AI bots can read Ferris Coffee & Nut Co., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Claude · Meta AI · Perplexity
#14,018 of 738,666 in E-commerce for AI visibility
35
AI Naming Predictability
iNamed occasionally · 35/100
More likely to be named than 98% of E-commerce companies
5
AEO Visibility
iBorderline · 5.2/10
20
Muse Index Score
iAI agent readiness
Transactable · 20/100
0
AI Adoption
iNone detected · 0/100
About Ferris Coffee & Nut Co.
from our crawl and measurement
Ferris Coffee & Nut Co. describes itself simply: "Specialty coffee and premium nuts roasted in Grand Rapids, Michigan." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 6 times in our tracking, including ClaudeBot (Anthropic), Meta AI and PerplexityBot.
The 6 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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.2/10, Ferris Coffee & Nut Co. has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Ferris Coffee & Nut Co.
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Ferris Coffee & Nut Co..
Ferris Coffee & Nut Co. lists 146 products, 141 in stock, priced 2.95 to 90.00.
Show all 146 products
- Nitro Cold Brew: Original · 90.00 · Coffee
- Nitro Cold Brew Mix Pack: Low Caff + Single Origin · 90.00 · Coffee
- Nitro Cold Brew: Low Caffeine · 90.00 · Coffee
- Nitro Cold Brew: Colombian Single Origin · 90.00 · Coffee
- Nitro Cold Brew Mix Pack: Original + Low Caff · 90.00 · Coffee
- Nitro Cold Brew Mix Pack: Original + Single Origin · 90.00 · Coffee
- Harvest Blend · 15.95 · Coffee
- Kenya Gatomboya · 19.95 · Coffee
- Cherries, Berries & Nuts Grab + Go 12-count · 30.00 · Mixes
- Vanilla Trail Mix Grab + Go 12-count · 30.00 · Mixes
- Mystery Coffee Sample Packet · 2.95
- Den Blend Dark Roast 2lb. · 24.95 · Coffee
- Gummi Bears 12 oz. · 4.95 · Candy
- Salted Plantain Chips 5 oz. · 3.95 · Dried Fruit
- Ferris Favorites Grab & Go Variety Pack 12-count · 24.00 · out of stock · Mixed Nuts
- Ferris Full-Zip Hoodie - Military Green · 45.00 · Gear
- Ferris Crewneck - Black · 45.00 · Gear
- Ferris Coffee Plant Tee - Vintage White · 25.00 · Gear
- Ferris Coffee Plant Tee - Dusty Blue · 25.00 · Gear
- Cranberry Crunch Mix Grab + Go 12-count · 24.00 · out of stock · Mixes
- Chemex Bonded Pre-Folded Square Filters · 14.00 · Gear
- Chemex 8 Cup Classic · 48.00 · Gear
- Costa Rica Sumava Black Moon · 19.95 · Coffee
- Dark Chocolate Pretzels 7.5 oz. · 8.95 · Chocolate
- Seasoned Cashews Variety Pack · 29.99 · Nuts
- Costa Rica La Lia · 18.95 · Coffee
- Gummi Mini Neon Sour Worms To Go Cup 12-count · 38.00 · Candy
- Gummi Bears To Go Cup 12-count · 38.00
- Dark Chocolate Pretzels To Go Cup 12-count · 40.00 · Chocolate
- Salted Plantain Chips To Go Cup 12-count · 24.00 · Dried Fruit
- Cherries, Berries & Nuts To Go Cup 12-count (Roasted Salted) · 48.00 · Mixes
- Cranberry Crunch Mix To Go Cup 12-count · 36.00 · Mixes
- Craft Beer Mix Original To Go Cup 12-count · 36.00 · Mixes
- Blueberry Banana Nut Mix To Go Cup 12-count (Roasted Salted) · 48.00 · Mixes
- Country Mix To Go Cup 12-count · 36.00 · Mixes
- Double Dipped Chocolate Peanuts To Go Cup 12-count · 60.00 · Chocolate
- Black Truffle Salt Cashews 4.5 oz. · 5.49 · Nuts
- Dill Pickle Cashews 4.5 oz. · 5.49 · Nuts
- Street Taco Cashews 4.5 oz. · 5.49 · Nuts
- Hatch Chile Cashews 4.5 oz. · 5.49 · Nuts
- Tuscan Pizza Cashews 4.5 oz. · 5.49 · Nuts
- Umami Ramen Cashews 4.5 oz. · 5.49 · Nuts
- Cranberry Crunch Mix 10 oz. · 4.99 · Mixes
- Cranberry Crunch Mix 16 oz. · 6.99 · Mixes
- Guatemala el Vergel · 12.95 · Coffee
- Café Femenino Colombia · 12.95 · Coffee
- Burundi Musenyi · 12.95 · Coffee
- Tailgate Time Bundle · 16.95
- Women in Coffee Bundle · 35.00 · Coffee
- Light Roast Bundle · 29.95 · Coffee
- Best of the West Bundle · 29.95 · Coffee
- Power Up Pack · 24.95
- Bar Snack Bundle · 17.95
- Berry Jar Bundle · 26.95
- Guatemala La Tacita · 16.95 · Coffee
- Almonds (Roasted, Salted) Grab + Go 12-count · 24.00 · Nuts
- Misfit Society Coffee: Dark Roast · 18.00 · Coffee
- Misfit Society Coffee: Espresso · 18.00 · Coffee
- Misfit Society Coffee: Light Roast · 18.00 · Coffee
- Travel Tumbler (16oz.) · 35.00 · Gear
- Chocolate Hazelnut Butter 14 oz. · 6.95 · out of stock · Nuts
- Kent Club · 13.95 · Coffee
- Deluxe Mixed Nuts (Roasted Salted) 10 oz. · 9.95 · Mixes
- Brazil Serra Negra Decaf · 14.95 · Coffee
- West Coast Dark Roast · 16.50 · Coffee
- Den Blend Dark Roast Collectible Tin · 19.95 · Coffee
- Steenstra's™ Windmill Cookie Blend · 12.95 · Coffee
- Blueberry Banana Nut Mix (Roasted Salted) 16 oz. · 14.95 · Mixes
- Blueberries, Cranberries and Nuts (Raw) 16 oz. · 14.95 · Mixes
- PB&J Mix (Roasted Salted) 16 oz. · 14.95 · Mixes
- Deluxe Mixed Nuts 16 oz. · 14.95 · Mixes
- Pistachio Power Mix (Raw) 16oz. · 14.95 · Mixes
- Dark Chocolate Espresso Beans 4.5 oz. · 5.95 · Chocolate
- Cinnamon Roasted Almonds 10 oz. · 6.95 · Nuts
- Cherries, Berries & Nuts with Dark Chocolate (Roasted Salted) 16 oz. · 14.95 · Mixes
- Dark Chocolate Almonds Grab + Go 12-count · 30.00 · Chocolate
- Deluxe Mixed Nuts Grab + Go 12-count · 30.00 · Mixes
- Dark Chocolate Espresso Beans Grab + Go 12-count · 24.00 · Chocolate
- Cherries, Berries & Nuts with Dark Chocolate (Roasted Salted) 10 oz. · 6.95 · Mixes
- Walnuts (Raw) 16 oz. · 9.95 · Nuts
- Tropical Trail Mix 16 oz. · 4.99 · Mixes
- Craft Beer Mix (Everything) 15 oz. · 9.95 · Mixes
- Craft Beer Mix (Cheddar Jalapeño) 15 oz. · 9.95 · Mixes
- Craft Beer Mix (Smoky BBQ) 15 oz. · 9.95 · Mixes
- Craft Beer Mix (Cheddar Jalapeño) 6 oz. · 5.95 · Mixed Nuts
- Craft Beer Mix (Everything) 6 oz. · 5.95 · Mixed Nuts
- Craft Beer Mix (Smoky BBQ) 6 oz. · 5.95 · Mixed Nuts
- Craft Beer Mix (Original) 15 oz. · 9.95 · Mixes
- Craft Beer Mix (Original) 6 oz. · 5.95 · Mixed Nuts
- Cherries, Berries & Nuts (Raw) 16 oz. · 14.95 · Mixes
- Cherries, Berries & Nuts (Roasted Salted) 10 oz. · 8.95 · Mixes
- Cherries, Berries & Nuts (Raw) 16 oz. · 12.95 · Mixes
- Peanut Butter 14 oz. · 4.95 · Nuts
- Colombia Decaf · 15.95 · Coffee
- Cherries, Berries & Nuts (Roasted Salted) 16 oz. · 14.95 · Mixes
- Cherries, Berries & Nuts (Roasted Salted) 16 oz. · 12.95 · Mixes
- Spicy Sweet Mix 7 oz. · 5.95 · Mixes
- Sweet & Savory Trail Mix 16 oz. · 6.95 · Mixes
- Cashews Grab + Go 12-count · 30.00 · out of stock · Nuts
- Wasabi Peas 7 oz. · 3.95
- Cashews (Roasted Salted) 16 oz. · 14.95 · Nuts
- Gummi Peach Rings 12 oz. · 3.95 · Candy
- Cherry Slices 12 oz. · 3.95 · Candy
- Gummi Worms 12 oz. · 3.95 · Candy
- Fruit Slices 12 oz. · 3.95 · Candy
- Major Mango (Raw) 16 oz. · 12.95 · Mixes
- Country Mix 16 oz. · 4.99 · Mixes
- Double Dipped Chocolate Peanuts 9 oz. · 7.95 · Chocolate
- Double Dipped Chocolate Peanuts 10 oz. · 8.95 · Chocolate
- Dark Chocolate Almonds 10 oz. · 10.95 · Chocolate
- Blueberries, Cranberries & Nuts (Roasted Salted) 16 oz. · 14.95 · Mixes
- Milk Chocolate Malt Balls 10 oz. · 11.95 · Chocolate
- Cherries, Berries & Nuts with Dark Chocolate (Roasted Salted) 28 oz. · 20.95 · Mixes
- Yogurt Raisins 14 oz. · 9.95 · Snack
- Yogurt Pretzels 7.5 oz · 4.95 · Snack
- Dark Chocolate Sea Foam 9 oz. · 11.95 · Chocolate
- Milk Chocolate Pretzels 7.5 oz. · 8.95 · Chocolate
- Milk Chocolate Sea Foam 9 oz. · 11.95 · Chocolate
- Almond Butter 14 oz. · 8.95 · Nuts
- Dried Mango Slices 7 oz. · 3.95 · Dried Fruit
- Dried Apricots 12 oz. · 10.95 · Dried Fruit
- Blueberry Banana Nut Mix (Roasted Salted) 16 oz. · 6.99 · Mixes
- Pistachios (Roasted Salted) 16 oz. · 13.95 · Nuts
- Dried Pineapple Chunks 10 oz. · 5.95 · Dried Fruit
- Dried Cherries 6 oz. · 6.95 · Dried Fruit
- Cashews (Roasted Salted) 16 oz. · 12.95 · Nuts
- Cashews (Roasted Salted) 10 oz. · 9.95 · Nuts
- Sunflower Seeds (Roasted Salted) 10 oz. · 3.95 · Nuts
- Sunflower Seeds (Roasted No Salted) 10 oz. · 3.95 · Nuts
- Crystallized Ginger 5 oz. · 2.95 · Dried Fruit
- Sesame Sticks 9 oz. · 4.95
- Honey Roasted Sesame Sticks 10 oz. · 4.95
- Cashew Butter 14 oz. · 8.95 · Nuts
- Foragers Trail Mix 10 oz. · 4.99 · out of stock · Mixes
- 1924 Espresso · 17.95 · Coffee
- Almonds (Roasted, Salted) 16 oz. · 9.95 · Nuts
- Almonds, Whole (Raw) 16 oz. · 9.95 · Nuts
- Pecans (Raw) 16 oz. · 16.95 · Nuts
- Almonds, Sliced (Raw) 16 oz. · 8.95 · Nuts
- Deluxe Mixed Nuts (Roasted Salted) 16 oz. · 13.95 · Mixes
- Foragers Trail Mix 16 oz. · 5.99 · Mixes
- Ferris Coffee & Nut Co. E-Gift Card · 10.00
- Blueberry Banana Nut Mix (Roasted Salted) 10 oz. · 4.99 · Mixes
- West Coast Blend · 13.95 · Coffee
- House Blend · 13.95 · Coffee
- French Roast · 13.95 · Coffee
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ferriscoffee
Cite this score: Engagemii (2026). "AEO Score for Ferris Coffee & Nut Co.." Retrieved from https://engagemii.com/aeo/brands/ferriscoffee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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