AI Visibility Scorecard
sourcealtafunding.com · Technology
At 1.6/10, Manifest 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 Trust and Entity Presence. That is fixable, and the signals below show where to start.
AI engines read this profile 3 times
Meta AI · Claude
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →1.6
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
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. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.6 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
-
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.6/10, Manifest is near-invisible to AI engines today. That is 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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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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Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sourcealtafunding
Cite this score: Engagemii (2026). "AEO Score for Manifest." Retrieved from https://engagemii.com/aeo/brands/sourcealtafunding
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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