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Sp.4ML
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. Two-thirds of websites are invisible to them. Sp.4ML just got measured.
3/10 means Sp.4ML is currently invisible to AI search. Most AI assistants will not cite your brand when asked about your category. Claiming and applying the fixes below is the fastest way to change that.
About Sp.4ML
ML Data Engineering Geocomputation pandas Python Scripts Toolbox: drop duplicated geometries from GeoDataFrame in Python – 2024 update You came here to get the code for dropping duplicated geometries in GeoPandas GeoDataFrame, so let's start with the code.
Details
Industry: Technology
ml-gis-service.comAI Visibility Breakdown
1
Structured Data
2
Content Structure
5
Entity Clarity
4
E-E-A-T Signals
5
Technical AEO
2
AI Discoverability
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Your full 6-category score breakdown
Exact fixes: robots.txt, schema, llms.txt
AI bot crawls from ChatGPT, Claude, Perplexity, Gemini
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Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on June 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ml-gis-service
Cite this score: Engagemii (2026). "AEO Score for Sp.4ML." Retrieved from https://engagemii.com/aeo/brands/ml-gis-service
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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