AI Visibility Scorecard
Timo Kilpilehto — Fullstack Engineer & Founder
shieldgrove.com · Technology
At 2.17/10, Timo Kilpilehto — Fullstack Engineer & Founder is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Backlinks and Domain Trust. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Claude · Apple Intelligence
Top 25% in Technology for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Technology average 28
Top 80% of Technology
See what's behind this score →2.17
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →8
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 2.17 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.
- Company ·
- Timo Kilpilehto — Fullstack Engineer & Founder
- Website ·
- shieldgrove.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page 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.
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 2.17/10, Timo Kilpilehto — Fullstack Engineer & Founder is near-invisible to AI engines today. That is 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.
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 Timo Kilpilehto — Fullstack Engineer & Founder.
Source & Attribution
Scored by Engagemii on November 9, 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.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform