AI Visibility Scorecard
jamalmulla.dev · Technology
Borderline visible. AI bots can crawl JamJars — Savings Tracker, 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
#2,071,019 of 2,704,685 in Technology for AI visibility
4
AEO Visibility
iNear-invisible · 3.6/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
JamJars Savings Tracker describes itself simply: "JamJars is a simple, visual savings tracker. Set goals, fill your jars, and celebrate milestones, on iOS and Android." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
The page falls short on a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). There is not much on the page to read either, about 29 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.6/10, JamJars — Savings Tracker is crawlable but under-signaled - fixable, and the signals above are where to start.
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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.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/jamalmulla-dev
Cite this score: Engagemii (2026). "AEO Score for JamJars — Savings Tracker." Retrieved from https://engagemii.com/aeo/brands/jamalmulla-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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