AI Visibility Scorecard
usechaserdigital.com · Technology
Borderline visible. AI bots can crawl Manifest, 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 8 times
Meta AI · Claude · ChatGPT · ShapBot
#1,927,539 of 2,704,583 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 →4
-
Network Authority
iNot connected yet
Technology average 0.0
0 relationships · Technology average 4
See what's behind this score →55
Muse Index Score
iAI agent readiness
Transactable · 55/100
Technology average 17
See what's behind this score →4
from our crawl and measurement
"Connect your AI Subscriptions with your Agents and Harnesses in seconds. Plug and Play. Subscription, Pay-per-token, Local Models and Custom Providers." That is how Manifest of Berkeley, CA introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
Our crawl found structured data on the page (SoftwareApplication, Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
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
Strong
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
Good
Sitemaps and entity links AI can follow.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.6/10, Manifest is crawlable but under-signaled - fixable, and the signals above are where to start.
Who uses Manifest?
Manifest is an open source LLM Gateway that helps builders and teams create reliable agents and workflows, and manage their inference consumption. AI builders Connect your subscription plans, BYOK providers and local models with your harness in seconds. Customize your routing and maximize your plans.
Why Manifest?
AI is an incredible technology, but products that implement it aren't yet as reliable as the pre-AI ones. Companies use AI to enhance the value they provide to their customers, and should focus on that rather than spending their time fixing it. Manifest helps builders create reliable AI products, understanding how inference is consumed and when it fails.
Is this your brand?
The exact fixes for Manifest
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/usechaserdigital
Cite this score: Engagemii (2026). "AEO Score for Manifest." Retrieved from https://engagemii.com/aeo/brands/usechaserdigital
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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