#1,249,459 OF 2,702,035 IN TECHNOLOGY
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AI Visibility Scorecard
Manifest
pickchaser.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 2 times
Claude · Meta AI
#1,249,459 of 2,702,035 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
60
Muse Index Score
iAI agent readiness
Transactable · 60/100
4
AI Adoption
iBasic · 4/100
About Manifest
from our crawl and measurement
Manifest 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." When AI engines look at it, they find little to work with. It scores 4.7 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.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
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 4.7/10, 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
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Manifest.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/pickchaser
Cite this score: Engagemii (2026). "AEO Score for Manifest." Retrieved from https://engagemii.com/aeo/brands/pickchaser
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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