AI Visibility Scorecard
Williams Bros. Brewing Co.
williamsbrosbrew.com · E-commerce
Somewhat visible. AI bots can read Williams Bros. Brewing Co., but it is missing signals that would get it named ahead of competitors.
AI engines read this profile 12 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#4,772 of 739,283 in E-commerce for AI visibility
87
6
AEO Visibility
iBorderline · 5.5/10
-
Network Authority
iNot connected yet
50
Muse Index Score
iAI agent readiness
Transactable · 50/100
0
AI Adoption
iNone detected · 0/100
Business connections
Public companies in E-commerce have about 9 business relationships on record.
You have none on record yet.
About Williams Bros. Brewing Co.
from our crawl and measurement
"Williams Bros. brews & merchandise direct from the source. Browse a range of craft beer from Williams Bros Brewing." That is how Williams Bros. Brewing Co. of Alloa introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: structured data describing the business, a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is credibility markers like credentials or reviews.
Away from its own site, other sites link to it and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
- Company ·
- Williams Bros. Brewing Co.
- Website ·
- williamsbrosbrew.com
- Industry ·
- E-commerce
- Location ·
- Alloa
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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.
Off-page authority
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
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Fair
Social discussion and mentions.
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 5.5/10, Williams Bros. Brewing 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 Williams Bros. Brewing Co.
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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 Williams Bros. Brewing Co..
Williams Bros. Brewing Co. lists 104 products, 85 in stock, priced 0.01 to 51.00.
Show all 104 products
- Fraoch (CAN) · 1.80 · Beer
- March of the Penguins (CAN) · 1.80 · Beer
- Ceilidh (50cl Bottle) · 2.00 · Beer
- Alien Form - Blood Orange (Alc-Free) · 1.75 · Beer
- Rhubarb Ginger · 1.70 · Beer
- Ginger Mixed Pack · 8.70 · Beer
- Paisley Drinks Co - Rhubarb Cream Soda (12x33cl) · 18.60 · Soda
- Paisley Drinks Co - Raspberry Lemonade (12x33cl) · 18.60 · Soda
- Paisley Drinks Co - Ginger Beer (12x33cl) · 18.60 · Soda
- Paisley Drinks Co - Strawberry Lemonade (12x33cl) · 18.60 · out of stock · Soda
- Guapo (4 PACK) · 5.20 · Beer
- Paisley Drinks Co - Paisley Cola (12x33cl) · 18.60 · out of stock · Soda
- Kru$h · 1.95 · out of stock · Beer
- Centennial · 1.95 · out of stock · Beer
- Ceilidh - Pint Glass · 4.50 · Glassware
- Ceilidh · 1.50 · Beer
- Pavlov's Dog · 1.90 · Beer
- Perfect Storm · 1.90 · out of stock · Beer
- Nollaig - 1L Swingtop · 20.00 · out of stock · Beer
- Umbra · 2.50 · Beer
- Lumen · 2.50 · Beer
- Nollaig · 2.70 · out of stock · Beer
- Birds & Bees (CAN) · 1.45 · Beer
- Item Customizations · 0.01 · SHOPSTORM_HIDDEN_PRODUCT
- Joker IPA - The Collection · 20.20 · Beer
- Joker IPA Pint Glass · 4.50 · out of stock · Glassware
- Joker IPA (4 PACK) · 6.20 · Beer
- Talking Head (4 PACK) · 6.20 · Beer
- Juicy Joker (4 PACK) · 6.20 · Beer
- Chillax · 1.95 · Beer
- Paisley Drinks Co Soda - Taster Pack · 8.25 · Soda
- Paisley Drinks Co - Paisley Cola · 1.65 · Soda
- Paisley Drinks Co - Strawberry Lemonade · 1.65 · Soda
- Paisley Drinks Co - Raspberry Lemonade · 1.65 · Soda
- Alc Free Pack · 21.80 · Beer
- Caesar AF (Alc-Free) · 1.80 · Beer
- Fraoch T-Shirt (NEW) · 12.50 · T-Shirts
- Fraoch Fanatic Bundle · 38.00 · Beer
- Fraoch 'Mencia' Glass · 4.50 · Glassware
- Williams "Billy" Pint Glass · 4.50 · Glassware
- Gluten Free Selection · 24.00 · Beer
- Pack of Jokers · 26.55 · Beer
- Joker AF (Alc-Free) - CAN · 1.80 · Beer
- Alba - Barrel Aged 2022 (11%) · 25.50 · Beer
- Fraoch - Barrel Aged 2022 (11%) · 25.20 · Beer
- Fraoch & Alba - Barrel Aged Set 2022 (11%) · 51.00 · out of stock · Beer
- Alien Form (Alc-Free) · 1.85 · Beer
- Williams Belcher Glass (Half Pint) · 4.50 · Glassware
- Joker Jester Patch · 3.00 · out of stock · Apparel & Accessories
- WB Logo Patch · 3.00 · out of stock · Apparel & Accessories
- Juicy Joker NEIPA · 1.95 · Beer
- Orange Ginger · 1.70 · Beer
- Ginger · 1.70 · Beer
- WB Third Pint Taster Glass · 4.50 · Glassware
- Paisley Drinks Co - Ginger Beer · 1.65 · Soda
- El Perro Negro Glass · 4.00 · Glassware
- El Perro Negro · 1.50 · Beer
- Joker Fanatic Bundle · 40.00 · Beer
- Rock In The Road Project Glass · 4.50 · Glassware
- Craft Lager · 1.40 · Beer
- Paisley Drinks Co - Rhubarb Cream Soda · 1.65 · Soda
- Totem Taster Pack · 13.30 · Beer
- Two of Six · 24.00 · Beer
- Double Joker · 3.00 · Beer
- Talking Head · 1.95 · Beer
- Marshall - Amped Up Lager (Giftbox 16x33cl) · 27.35 · out of stock · Beer
- Marshall - Amped Up Lager (Giftbox 8x33cl) · 14.20 · Beer
- Vinyl Sticker · 0.50 · out of stock · Stickers
- Bar Runner - Joker · 10.00 · Bar Runners
- Bar Runner - Splash · 10.00 · Bar Runners
- Midnight Sun · 2.00 · Beer
- Juice Tygrr · 2.75 · Beer
- Splash Tote Bag · 5.00 · out of stock · T-Shirts
- Joker Tote Bag · 5.00 · out of stock · T-Shirts
- Marshall - Amped Up Lager · 1.70 · Beer
- Sapien · 2.75 · Beer
- Brothers Selection · 23.75 · Beer
- Seven Giraffes · 2.00 · Beer
- March of the Penguins (Bottle) · 2.00 · Beer
- Joker IPA · 2.00 · Beer
- Caesar Augustus · 2.00 · Beer
- Birds & Bees · 2.00 · Beer
- Fraoch (Bottle) · 2.00 · Beer
- Zoodie · 30.00 · Hoodies
- Chokka Blokka · 1.95 · Beer
- Che Guava · 1.95 · Beer
- Tin Man · 1.95 · Beer
- Marshall - Amped Up Lager (Giftbox 3x33cl) · 5.95 · Beer
- Tankard Glass · 4.50 · out of stock · Glassware
- 7 Giraffes - Long Sleeve · 15.00 · T-Shirts
- Ceilidh T-Shirt (Black) · 12.50 · T-Shirts
- Abstract Blue · 12.50 · T-Shirts
- Joker T-Shirt - Cream (NEW) · 12.50 · T-Shirts
- Williams Bros - Splash T-Shirt · 12.50 · T-Shirts
- Caesar Augustus - Purple · 12.50 · T-Shirts
- Joker T-Shirt - Green (NEW) · 12.50 · T-Shirts
- Marshall - Pint Glass · 4.50 · out of stock · Glassware
- Half Stack of Marshall Amped Up Lager (Giftbox 24x33cl) · 41.55 · Beer
- Caesar Augustus (CAN) · 1.40 · Beer
- LOGO (Pin Badge) · 2.50 · out of stock · Badges
- 12" Wall Tacker · 12.00 · Wall Tacker
- Joker IPA (CAN) · 1.50 · Beer
- The Heather Ale - Comic · 3.00 · out of stock · Art
- Beer Tokens · 10.00 · Gift Cards
Machine-readable copy: the product feed (JSON).
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/williamsbrosbrew
Cite this score: Engagemii (2026). "AEO Score for Williams Bros. Brewing Co.." Retrieved from https://engagemii.com/aeo/brands/williamsbrosbrew
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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