AI Visibility Scorecard
contentdriftanalyzer.com · Other
Borderline visible. AI bots can crawl contentdriftanalyzer.com, 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 3 times
Claude · ChatGPT
<1
AI Naming Predictability
iRarely named · <1/100
Average 15
Top 91% of Other
See what's behind this score →3.8
-
Network Authority
iNot connected yet
0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.
See what's behind this score →0
0
from our crawl and measurement
contentdriftanalyzer.com describes itself simply: "Topical Drift Analyzer helps agencies and publishers detect intent drift and mixed internal-link signals using embeddings + Google Search Console." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
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 3.8/10, contentdriftanalyzer.com is crawlable but under-signaled - fixable, and the signals above are where to start.
Why is the Topical Map Generator free during beta?
The Generator runs a multi-stage AI pipeline for each map. We are offering it free during beta so early users can evaluate the output quality — the node inventory, URL structure, entity enrichment, and internal linking plan — before pricing is introduced. We will give clear advance notice before beta ends.
What do I get for free vs paid on the Drift Analyzer?
The free crawl shows your radial map, semantic clusters, issue severity, and affected URL counts per issue type. Paid plans unlock the affected URL lists and per-page diagnostics so you can see exactly which pages to fix. Exports and historical tracking are also unlocked.
Do I really get unlimited crawls?
Yes. Unlike tools that limit you to one crawl per month, you can crawl as often as you need. Check drift after content updates, verify fixes with before/after crawls, and track improvement over time. We only ask for reasonable use — no automated abuse.
What does the Topical Map Generator actually produce?
A complete JSON graph with nodes (every topic, subtopic, FAQ, hub, section, and comparison) and edges (every internal link with anchor text, placement hint, and required/optional status). Each node carries a canonical URL, tier, URL role, hub role, entity list, alias phrases, and confidence score. The output loads directly into the visual editor — or export as PNG, SVG, or CSV for immediate use.
How does Search Console data improve the drift analysis?
GSC grounds drift scoring in real query intent. It detects when a page's actual traffic has shifted toward a different topic than the page was built for — which is often invisible from content analysis alone. We compare page-level query profiles against cluster-level intent to find misalignment between what you built and what Google is sending you.
Is this your brand?
The exact fixes for contentdriftanalyzer.com
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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 October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/contentdriftanalyzer
Cite this score: Engagemii (2026). "AEO Score for contentdriftanalyzer.com." Retrieved from https://engagemii.com/aeo/brands/contentdriftanalyzer
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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