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AI Visibility Scorecard
preflet.com · Technology
Somewhat visible. AI bots can read Preflet Leo, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Apple Intelligence · Amazon Alexa
#770,890 of 2,627,821 in Technology for AI visibility
5.1
/10
AEO Score
from our crawl and measurement
Preflet Leo is a business whose own site puts it this way: "Preflet Leo is an AI-powered assistant for smart resource management. Track net-zero goals, optimize energy use, and improve ROI." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, Product, FAQPage) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 3 times in our tracking, including Applebot (Siri) and AmazonBot (Alexa AI).
Higher is better · 0-10
Structured Data
9
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
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 5.1/10, Preflet Leo has a working base to build on - fixable, and the signals above are where to start.
Who built Leo? And why?
Preflet GmbH, a company based in Germany, created Leo to address challenges such as finite energy resources, inefficient building systems, and the significant skill gap in the energy management sector.
How does Leo work?
Leo has APIs that connect seamlessly with smart meters and energy systems, ensuring comprehensive data integration. It utilizes domain expertise to benchmark performance and leverages self-learning to understand building systems and detect inefficiencies from day one. Additionally, Leo proactively notifies users of inefficiencies and offers a closed-loop API for genuine energy savings based on user feedback and data processing. It then adapts to the various roles like energy managers, building systems operations and sustainability managers.
Is Leo a chatbot?
Unlike traditional chatbots on web pages and LLMs like ChatGPT, which excel in text-based reasoning but struggle with real-world numeric data, Leo fills this gap with two modes: proactive and reactive, making it more than just another chatbot. First, it reaches out to users proactively when inefficiency occurs, requiring little to no effort from them. Second, it responds reactively to user inquiries on inefficiencies and domain-related questions. Leo is designed to save human effort and time required for data analysis and to provide accurate answers on technical topics related to building syst
What AI model is Leo built on?
Leo uses machine learning and AI models, using an IoT-LLM approach. It has the ability to contextualize the physical perception of the building, detect anomalies at the system level, and provide actions in natural language that anyone can understand, ensuring complete transparency and simplicity for users.
Is Preflet Leo secure?
Preflet Leo is hosted on GDPR cloud compliant servers of Microsoft Azure. It ensures the data processes is handled securely and provides a robust colleague for building managers.
Can I use Leo for free?
Here is a customer-friendly annual subscription fee to use Leo, based on resource costs and data granularity. Reach out to the Preflet team for more information. Certain features of Leo may be offered as a free trial for a limited period.
Is this your brand?
The exact fixes for Preflet Leo
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/preflet
Cite this score: Engagemii (2026). "AEO Score for Preflet Leo." Retrieved from https://engagemii.com/aeo/brands/preflet
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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