AI visibility score
2.55/ 10Near-invisible

▲ 0.05 since Nov 2026

Top 10% in Manufacturing & Industrial

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

AI Visibility Scorecard

CELean

CELean

Unclaimed

celean.pl · Manufacturing & Industrial

At 2.55/10, CELean is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.

AI engines read this profile 1 times

Claude

Top 10% in Manufacturing & Industrial for AI visibility

15

AI Naming Predictability

i

Rarely named · 15/100

Manufacturing & Industrial average 14

Top 45% of Manufacturing & Industrial

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2.55

AEO Visibility

i

Near-invisible · 2.55/10

Manufacturing & Industrial average 1.6

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.

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45

Muse Index Score

i

AI agent readiness

Agent-ready · 45/100

Manufacturing & Industrial average 18

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0

AI Adoption

i

None detected · 0/100

Manufacturing & Industrial average 0

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About CELean

from our crawl and measurement

CELean describes itself simply: "Szukasz pomocy w optymalizacji przedsiębiorstwa? Chcesz wyznaczyć prawidłowe procesy i skutecznie nimi zarządzać? Poznaj metodykę Lean!" When AI engines look at it, they find little to work with. It scores 2.55 out of 10.

Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage), an llms.txt file for AI models and a sitemap.

AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).

Company ·
CELean
Website ·
celean.pl
Industry ·
Manufacturing & Industrial
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

Good

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

Strong

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

AI Discoverability

Strong

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 2.55/10, CELean is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Frequently Asked Questions

Czas taktu w procesie produkcji – czym jest?

Zegar taktu w fabryce to nie tylko wskaźnik czasu, ale klucz do perfekcyjnej harmonii produkcji. Każdy bieg maszyny, każdy ruch pracownika... lut 23 2024

Lean Manufacturing – czym jest i na czym polega?

Witaj w świecie Lean Manufacturing, gdzie produkcja staje się jak doskonała organizacja podróży kosmicznej, a eliminowanie marnotrawstwa to jak precyzyjne planowanie misji na odległych planetach. W tej krótkiej podróży przez poniższy artykuł Lean, odkryjemy, jak zoptymalizować każdy etap, aby zakłady produkcyjne działały jak najbardziej efektywne statki kosmiczne, śmigając przez galaktyki.

Na czym polega standaryzacja pracy Lidera Lean?

Wprowadzenie do tego, na czym polega standaryzacja pracy lidera Lean, to jak zaczynanie opowieści o tym, jak ktoś organizuje swoje... 

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Picked for CELean: 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/celean-pl

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

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

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