AI visibility score
4.1/ 10Fair

▼ 0.9 since Jul 2026

#1,296,573 of 1,964,804 in Media & Entertainment

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Topical Drift Analyzer

Topical Drift Analyzer

Unclaimed

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 1 times

Claude

#1,296,573 of 1,964,804 in Media & Entertainment for AI visibility

4

AEO Visibility

i

Borderline · 4.1/10

5

Muse Index Score

i

AI agent readiness

Basic · 5/100

0

AI Adoption

i

None detected · 0/100

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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 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.

Industry · Media & Entertainment
Last scored · Aug 1, 2026

The 6 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.

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 4.1/10, Topical Drift Analyzer is crawlable but under-signaled - 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.

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Picked for Topical Drift Analyzer: How-To

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.

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Free signup unlocks the full article plus your personalized AEO fix list for Topical Drift Analyzer.

Source & Attribution

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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