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AI Visibility Scorecard
molekula.com · E-commerce
Somewhat visible. AI bots can read Molekula, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude
#5,979 of 510,061 in E-commerce for AI visibility
6.6
/10
AEO Score
from our crawl and measurement
Molekula is a Newbury, Berkshire business whose own site puts it this way: "Manufacturer and supplier of fine chemicals and biochemicals in bulk and research quantities. ISO 9001:2015 and ISO 14001:2015 certified." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.6 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, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity.
Away from its own site, other sites link to it. 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, nobody is discussing it where AI engines look and it does not come up on Reddit. 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).
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
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 6.6/10, Molekula has a working base to build on - fixable, and the signals above are where to start.
What does Molekula supply?
Molekula supplies fine chemicals and biochemicals at research, semi-bulk and bulk scale — including buffers, solvents, salts, amino acids, antibiotics, and specialty intermediates. Our catalogue lists over 3,708 active products and we source non-catalogue materials on request.
Are Molekula products ISO certified?
Yes — our production and packaging operations are ISO 9001:2015 (quality management) and ISO 14001:2015 (environmental management) certified. Products meet ACS, FCC, BP, USP/EP, cell culture and molecular biology grades where applicable.
How fast can Molekula ship?
Over 3,000 catalogue items are in stock for same-day shipping from our UK, US, Germany, Italy and Shanghai hubs. Custom or non-catalogue items are typically sourced within a few working days.
Do you provide a Certificate of Analysis?
Every order ships with a batch-specific Certificate of Analysis (CoA) and Safety Data Sheet (SDS). You can also retrieve historical CoAs via the batch lookup on any product page or at /support/coa-lookup.
Can Molekula supply bulk quantities?
Yes. Pricing in the catalogue covers research-scale packs; for semi-bulk and bulk requirements (kilograms upwards), use the "Request a quote" button on any product page and we typically respond within one working day.
Where is Molekula based?
Molekula was founded in 2000 across France and the UK, with distribution warehouses today in Newton Aycliffe (UK), Lewisville TX (USA), Shanghai (China), plus partner facilities in Germany and Italy. Two subsidiary brands — Scafell Organics and Sherman Chemicals — handle specialty organic synthesis.
Is this your brand?
The exact fixes for Molekula
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Weekly ChatGPT & Claude citation tracking
Here's a number that should keep every e-commerce founder up at night: $4.6 trillion.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/molekula
Cite this score: Engagemii (2026). "AEO Score for Molekula." Retrieved from https://engagemii.com/aeo/brands/molekula
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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