Mentlio
YC S26San Francisco, US · Founded 2026 · 2 employees on LinkedIn · 3 known investors
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Mentlio is an applied research lab that helps enterprise engineering teams measure AI tool spend against delivery on a per-engineer basis and reduce that spend using machine learning-based request routing, context optimization, and prompt compression. It serves companies adopting AI coding tools.
Also known as Adjoint Technologies Inc. · Adjoint
AI & Machine LearningDeveloper ToolsEnterprise SoftwareMachine LearningProductivityUnited States of AmericaAmerica / Canada
Founders & leadership· Y Combinator alumni (S26)
Mentlio was founded in 2026 by Ashank Shah and Ahmet Demirbas.
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Ashank ShahCo-Founder, CEOCo-founder and CEO of Mentlio. Previously studied computer science at Caltech and researched generative and graph-based deep learning for biomedical problems at Dartmouth Health.
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Ahmet DemirbasCo-Founder & CTOCo-founder and CTO of Mentlio, Ahmet Demirbas studied computer science at Caltech and has published research on machine learning, NLP, and agents in venues including IEEE, ACM, and BMC.
Investors · 3
Related companies · 4
ClayboardClayboard provides tools for educators to build interactive, group-based learning activities.
ProvisionProvision develops AI-powered software tools for construction contractors to manage complex contracts, drawings, and estimates, reducing project errors and improving profitability.
CodeVizCodeViz is a collaborative diagramming tool that helps software teams visualize code architecture, speed up PR reviews, and maintain living documentation of codebases across multiple programming languages.
SlapdashSlapdash builds a command bar interface that aggregates cloud applications and provides low-latency file-system access to accelerate workflows for knowledge workers.
Companies working in the same space as Mentlio.
Legal entities · 1
corporate structureAdjoint Technologies Inc.
In the news
Frequently asked questions
- What does Mentlio do?
- Mentlio is an applied research lab that helps enterprise engineering teams measure AI tool spend against delivery on a per-engineer basis and reduce that spend using machine learning-based request routing, context optimization, and prompt compression. It serves companies adopting AI coding tools.
- Who founded Mentlio?
- Mentlio was founded by Ashank Shah, Ahmet Demirbas in 2026.
- Who are Mentlio's investors?
- Mentlio's investors include Kickstart Innovation, Vela Partners, Y Combinator.
- Where is Mentlio headquartered?
- Mentlio is headquartered in San Francisco, US.








