citationdrift.com redirects to topicaldrift.com. This page describes the site that domain now serves; the primary profile lives at topicaldrift.com.
AI VISIBILITY SCOREAS OF 2026-09-21 · ENGAGEMII INDEX
4.1/ 10
SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

citationdrift.com

citationdrift.com

Unclaimed

citationdrift.com · Other

Borderline visible. AI bots can crawl citationdrift.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.

Monitoring for AI engine activity

In the Engagemii AEO index

4

AEO Visibility

i

Borderline · 4.1/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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About citationdrift.com

from our crawl and measurement

Topical Drift Analyzer Measure Site Focus & Fix Intent Drift 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 4.1 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.

Industry · Other
Last scored · Sep 21, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

2

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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, citationdrift.com 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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The exact fixes for citationdrift.com

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Picked for citationdrift.com: 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 citationdrift.com.

Source & Attribution

Scored by Engagemii on September 21, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/citationdrift

Cite this score: Engagemii (2026). "AEO Score for citationdrift.com." Retrieved from https://engagemii.com/aeo/brands/citationdrift

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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