AI Visibility Scorecard
Formula Bench
formulabench.com · E-commerce
Borderline visible. AI bots can crawl Formula Bench, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#557,291 of 738,283 in E-commerce for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Formula Bench
from our crawl and measurement
Formula Bench describes itself simply: "Free calculators for candle, diffuser and handmade product makers. Wax weight, fragrance load, cost per unit, diffuser ratios and wholesale, retail and consignment pricing - each one." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.7 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
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
Good
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
Weak
No inbound links found yet.
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 3.7/10, Formula Bench is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Something missing?
If there's a calculation you keep doing on paper, it's worth saying so. The queue is short and reader requests move up it. Wax Fragrance Cost Diffusers Pricing Formula Bench is built by Lavender Ink, a sensory brand that starts with candles and diffusers. Densities and load ranges are starting defaults, not laws of physics - test against your own wax.
Is this your brand?
The exact fixes for Formula Bench
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 Formula Bench.
Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/formulabench
Cite this score: Engagemii (2026). "AEO Score for Formula Bench." Retrieved from https://engagemii.com/aeo/brands/formulabench
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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