AI Visibility Scorecard
topicaldrift.com · Media & Entertainment
Borderline visible. AI bots can crawl Topical Drift Analyzer, 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
#1,296,573 of 1,964,804 in Media & Entertainment for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Topical Drift Analyzer helps agencies and publishers detect intent drift and mixed internal-link signals using embeddings + Google Search Console. Run a monthly crawl to map...." That is how TopicalDrift.com introduces itself. When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.1/10, Topical Drift Analyzer 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 Topical Drift Analyzer
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Topical Drift Analyzer.
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/topicaldrift
Cite this score: Engagemii (2026). "AEO Score for Topical Drift Analyzer." Retrieved from https://engagemii.com/aeo/brands/topicaldrift
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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