AI Visibility Scorecard
Manifest
useenervee.com · Technology
At 2.1/10, Manifest is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 2 times
Claude · Meta AI
#1,937,863 of 2,706,138 in Technology for AI visibility
0
AI Naming Predictability
iRarely named · 0/100
More likely to be named than 51% of Technology companies
2
AEO Visibility
iNear-invisible · 2.1/10
55
Muse Index Score
iAI agent readiness
Transactable · 55/100
4
AI Adoption
iBasic · 4/100
About Manifest
from our crawl and measurement
The Open Source LLM Router for AI Agents is a Berkeley, CA business whose own site puts it this way: "Connect your AI Subscriptions with your Agents and Harnesses in seconds. Plug and Play. Subscription, Pay-per-token, Local Models and Custom Providers." As far as answer engines are concerned it may as well not exist yet: 2.1 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.
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
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.
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 2.1/10, Manifest is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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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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.
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Source & Attribution
Scored by Engagemii on August 29, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/useenervee
Cite this score: Engagemii (2026). "AEO Score for Manifest." Retrieved from https://engagemii.com/aeo/brands/useenervee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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