AI Visibility Scorecard
SP Group
spgroup.com.sg · Automotive
Somewhat visible. AI bots can read SP Group, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#1,409 of 365,612 in Automotive for AI visibility
27
5
AEO Visibility
iBorderline · 5.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About SP Group
from our crawl and measurement
"Read more about managing your energy consumption and lowering your carbon footprint. Discover SP Group's suite of energy solutions." That is how SP Group introduces itself. Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
Good
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Strong
Press and news coverage.
Community
Good
Forum and community discussion.
Social Mentions
Strong
Social discussion and mentions.
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 5.2/10, SP Group has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for SP Group
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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.
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Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/spgroup-com-sg
Cite this score: Engagemii (2026). "AEO Score for SP Group." Retrieved from https://engagemii.com/aeo/brands/spgroup-com-sg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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