AI Visibility Scorecard
Innovation Lab
ipstrategix.com · Technology
Borderline visible. AI bots can crawl Innovation Lab, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,865,650 of 2,707,329 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
11
AI Adoption
iBasic · 11/100
About Innovation Lab
from our crawl and measurement
Innovation Lab Software, AI & Hardware Engineering Studio describes itself simply: "Product engineering studio building software, artificial intelligence and hardware, led by MIT Sloan-trained engineers." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Weak
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.
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 4/10, Innovation Lab is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have an ambitious idea?
Let's build the thing your competitors wish they'd shipped first.Start the conversationinnovationlab— Software, AI & Hardware engineering studio.© 2026 Innovation Lab. All rights reserved. · Site Version 1.26.09.20.01
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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 October 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ipstrategix
Cite this score: Engagemii (2026). "AEO Score for Innovation Lab." Retrieved from https://engagemii.com/aeo/brands/ipstrategix
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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