AI Visibility Scorecard
Timo Kilpilehto — Fullstack Engineer & Founder
shieldgrove.com · Technology
Borderline visible. AI bots can crawl Timo Kilpilehto — Fullstack Engineer & Founder, 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.
AI engines read this profile 1 times
Claude
#1,543,106 of 2,704,685 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
8
AI Adoption
iBasic · 8/100
About Timo Kilpilehto — Fullstack Engineer & Founder
from our crawl and measurement
Timo Kilpilehto — Fullstack Engineer & Founder describes itself simply: "Independent software development consultancy specialising in modern web technologies." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
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
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 4.5/10, Timo Kilpilehto — Fullstack Engineer & Founder is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to work with me?
1 — A one-person engineering team For founders and early-stage teams. Take a product from nothing to shipped: architecture, build, and the pipeline to deploy it — by someone who's done exactly that before, solo and from scratch. A fractional CTO or founding engineer, without the headcount commitment. 2 — An embedded senior developer For scale-ups and established teams.
Is this your brand?
The exact fixes for Timo Kilpilehto — Fullstack Engineer & Founder
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.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/shieldgrove
Cite this score: Engagemii (2026). "AEO Score for Timo Kilpilehto — Fullstack Engineer & Founder." Retrieved from https://engagemii.com/aeo/brands/shieldgrove
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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