AI Visibility Scorecard
SolarPanelMath
solarpanelmath.com · Finance & Insurance
At 1.43/10, SolarPanelMath is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Trust and News Mentions. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 50% in Finance & Insurance for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Finance & Insurance average 12
Top 47% of Finance & Insurance
See what's behind this score →1.43
AEO Visibility
iNear-invisible · 1.43/10
Finance & Insurance average 1.3
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Finance & Insurance average 1. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Finance & Insurance average 16
See what's behind this score →0
About SolarPanelMath
from our crawl and measurement
SolarPanelMath describes itself simply: "Free solar panel calculators. Estimate system size, cost, savings, optimal tilt angle, and energy output for your home." When AI engines look at it, they find little to work with. It scores 1.43 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
- Company ·
- SolarPanelMath
- Website ·
- solarpanelmath.com
- Industry ·
- Finance & Insurance
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 1.43/10, SolarPanelMath is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Is Solar Worth It?
30% Federal Tax CreditThe ITC covers 30% of your system cost through 2032. A $20,000 system costs just $14,000 after the credit.7-10 Year PaybackMost homeowners break even in 7-10 years, then enjoy free electricity for 15+ more years.25+ Year LifespanSolar panels are warrantied for 25 years and can produce power for 30-40 years with minimal degradation.Disclaimer: Calculators provide estimates based on average data.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for SolarPanelMath.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/solarpanelmath
Cite this score: Engagemii (2026). "AEO Score for SolarPanelMath." Retrieved from https://engagemii.com/aeo/brands/solarpanelmath
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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