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AI visibility score
1.55/ 10Near-invisible

▼ 0.05 since Nov 2026

Top 50% in Media & Entertainment

As of 2026-11-09 · Engagemii IndexCheck another site →Live terminal →

AI Visibility Scorecard

Topical Drift Analyzer

Topical Drift Analyzer

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topicaldrift.com · Media & Entertainment

At 1.55/10, Topical Drift Analyzer is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.

AI engines read this profile 3 times

Claude

Top 50% in Media & Entertainment for AI visibility

3

AI Naming Predictability

i

Rarely named · 3/100

Media & Entertainment average 17

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1.55

AEO Visibility

i

Near-invisible · 1.55/10

Media & Entertainment average 1.4

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.

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5

Muse Index Score

i

AI agent readiness

Basic · 5/100

Media & Entertainment average 15

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0

AI Adoption

i

None detected · 0/100

Media & Entertainment average 0

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About Topical Drift Analyzer

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 Topical Drift Analyzer introduces itself. When AI engines look at it, they find little to work with. It scores 1.55 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.

Company ·
Topical Drift Analyzer
Industry ·
Media & Entertainment
Site status ·
Live (The website showed an active business site when last checked (Nov 1, 2026).)
Last scored ·
Nov 9, 2026

The 6 on-page signals AI reads

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.

The 6 off-page signals AI reads

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.

What this score means

Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 1.55/10, Topical Drift Analyzer is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Frequently Asked Questions

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.

Picked for Topical Drift Analyzer: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

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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Source & Attribution

Scored by Engagemii on November 9, 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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