⚡ This is your brand? Claim your page FREE and bring it to life on AI search.
AI Visibility Scorecard
Lookback
lookback.com · Technology
Somewhat visible. AI bots can read Lookback, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence
#154,171 of 2,623,115 in Technology for AI visibility
6.2
/10
AEO Score
About Lookback
from our crawl and measurement
Lookback is a business whose own site puts it this way: "Lookback is the AI-powered user research platform for interviews, usability testing, and analysis. Recruit, research, and share insights, all in one place." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.2 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 6.2/10, Lookback has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Lookback
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Lookback.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lookback
Cite this score: Engagemii (2026). "AEO Score for Lookback." Retrieved from https://engagemii.com/aeo/brands/lookback
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