AI Visibility Scorecard
DontPanicLabs
dontpaniclabs.tech · Professional Services
At 2.39/10, DontPanicLabs 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 Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 25% in Professional Services for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Professional Services average 8
See what's behind this score →2.39
AEO Visibility
iNear-invisible · 2.39/10
Professional Services average 1.5
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Professional Services average 1. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
Professional Services average 18
See what's behind this score →0
About DontPanicLabs
from our crawl and measurement
"Freelance web developer in Vevey. Modern websites for SMBs in French-speaking Switzerland. Transparent pricing, no middlemen." That is how DontPanicLabs of Vevey, Vaud introduces itself. When AI engines look at it, they find little to work with. It scores 2.39 out of 10.
Our crawl found structured data on the page (ProfessionalService), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 2 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- DontPanicLabs
- Website ·
- dontpaniclabs.tech
- Industry ·
- Professional Services
- Location ·
- Vevey, Vaud
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 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
Fair
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
Strong
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 2.39/10, DontPanicLabs is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
How's your digital presence?
An honest diagnostic in 60 seconds. Not to sell you anything, but to understand where you stand.DIAGNOSTIC.MODULE /v1.0ONLINESECUREDATA_INPUT3 paramsAbonnement mensuelCHF 150Current monthly payment (CHF)CHF 150Propriété du domaineLOCKEDDo you own your domain name?NonOuiCoût modificationsCHF 100Cost for a simple change (CHF)CHF 100THREAT_LEVEL0/ 100Growth potentialSolid foundation - ready to growLAT: 46.2044°.
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 DontPanicLabs.
Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/dontpaniclabs-tech
Cite this score: Engagemii (2026). "AEO Score for DontPanicLabs." Retrieved from https://engagemii.com/aeo/brands/dontpaniclabs-tech
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