Mentlio Analysis
What is Mentlio?
Mentlio is an engineering intelligence platform that gives engineering leaders a real-time picture of how teams use AI-coding tools like Cursor, Claude Code, Codex, and Gemini, turning scattered usage into measurable adoption and productivity impact. It aims to cut wasted AI spend through intelligent routing, context optimization, and prompt compression, and its desktop agent measures AI-assisted work locally while keeping sensitive work content and source code on-device. It is part of the Y Combinator Summer 2026 batch.
Location
San Francisco, United States
Employees
1-10
Founded
2026
Industry
B2B
AI Pattern
AI infrastructure / tooling
Builds Hardware
Software only
Business Model v4
Developer infrastructure
Delivery Model
Self-serve SaaS / software
Extruct Category
DevTools
Founders LinkedIn
- Ashank Shah: https://www.linkedin.com/in/ashank-shah/
- Ahmet Demirbas: https://www.linkedin.com/in/ahmet-demirbas7/
Sub-cluster
AI usage analytics
YC Partner
Pete Koomen
Product Description
Mentlio is an engineering intelligence platform designed to provide engineering leaders with a comprehensive view of how their teams utilize AI-coding tools, including Cursor, Claude Code, Codex, and Gemini. The platform's main product is the Mentlio desktop agent, which offers several key features and benefits:
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Real-Time Insights: Mentlio provides engineering leaders with real-time data on the usage of AI-coding tools, allowing for better decision-making and resource allocation.
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Measurable Adoption and Productivity Impact: By turning scattered usage data into measurable metrics, Mentlio helps organizations understand the impact of AI tools on productivity.
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Cost Optimization: The platform aims to reduce wasted AI spending through intelligent routing, context optimization, and prompt compression, ensuring that resources are used efficiently.
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Local Measurement: The desktop agent measures AI-assisted work locally, which means that sensitive work content and source code remain on-device, enhancing security and privacy.
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Target Audience: Mentlio primarily targets engineering leaders, engineering managers, and AI spend and FinOps owners, making it a valuable tool for organizations and teams that rely on AI technologies.
Overall, Mentlio's offerings are designed to enhance productivity, optimize costs, and provide valuable insights into the use of AI in engineering environments.
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