AI Visibility Scorecard
Batch.Works
batch.works · Technology
Somewhat visible. AI bots can read Batch.Works, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Claude · Apple Intelligence · Meta AI · Amazon Alexa
#269,518 of 2,707,790 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Batch.Works
from our crawl and measurement
Batch.Works is a business whose own site puts it this way: "Saw us on BBC One?We're building the next generation of manufacturing infrastructure." Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
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
Weak
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
Fair
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 5.7/10, Batch.Works has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Saw us on BBC One?
We're building the next generation of manufacturing infrastructure. INVESTWORK WITH USNameCompanyProduct DesignManufacturingMaterialsTechnologyEmailMessageThank you! Your submission has been received!Oops! Something went wrong while submitting the form.
What if products were made for continuous cycles of use and renewal?
To manufacture this way, we need a new set of rules.Our intelligent additive manufacturing platform lets brands produce circular products – on time, on budget and on demand.PARTS MANUFACTURED500K+CLIENTS SUPPORTED160PLASTIC RECYCLED5TOn-DemandProduce exactly what is needed, where it is needed, with fast turnaround and no upfront cost.CIRCULARMaterial recovery and reuse built into every production run.TRACEABLEFull.
Is this your brand?
The exact fixes for Batch.Works
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Batch.Works.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/batch-works
Cite this score: Engagemii (2026). "AEO Score for Batch.Works." Retrieved from https://engagemii.com/aeo/brands/batch-works
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform