AI visibility score
4.4/ 10Fair

▼ 0.6 since Jun 2026

#1,603,063 of 2,705,713 in Technology

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

AI Visibility Scorecard

Preflet Leo

Preflet Leo

Unclaimed

preflet.com · Technology

Borderline visible. AI bots can crawl Preflet Leo, 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 10 times

Meta AI · Apple Intelligence · Amazon Alexa · Claude

#1,603,063 of 2,705,713 in Technology for AI visibility

4

AEO Visibility

i

Borderline · 4.4/10

58

Muse Index Score

i

AI agent readiness

Agent-ready · 58/100

5

AI Adoption

i

Basic · 5/100

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About Preflet Leo

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, though, it is barely visible: it scores 4.4 out of 10.

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).

Industry · Technology
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Strong

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

Clear headings and answer-style content.

Entity Clarity

Good

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

Fair

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

AI Discoverability

Weak

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

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 4.4/10, Preflet Leo is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

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.

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Picked for Preflet Leo: 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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Source & Attribution

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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