Mentlio

<!-- hacklab:yc-profile -- YC company profile Engineering Intelligence and Token Optimization for the AI-Coding Era Mentlio an applied research lab focused on optimizing AI ROI…

About Mentlio

YC company profile

Engineering Intelligence and Token Optimization for the AI-Coding Era

Mentlio an applied research lab focused on optimizing AI ROI for the modern enterprise. We help engineering teams draw a line between their AI spend and delivery, per engineer. We then cut ~30% of AI spend via Mentlio's custom ML-based intelligent routing, context optimization, and prompt compression.

  • YC batch: Summer 2026
  • Founded: 2026
  • Team size: 0
  • Location: San Francisco
  • Country: US
  • Status: Active
  • Industry: B2B
  • Stage: Early
  • Tags: Developer Tools, Machine Learning, Productivity
  • YC partner: Pete Koomen

Founders

Ashank Shah — Founder/CEO

Building Mentlio | Prev. CS @ Caltech | Researched generative and graph-based DL for biomedical problems @ Dartmouth Health.

LinkedIn · X

Ahmet Demirbas — Founder/CTO

Tokenmaxxing → ROImaxxing | Prev CS @ Caltech | 5x Published ML, NLP, Agents Research @ IEEE, ACM, BMC

LinkedIn

Source: Y Combinator · Retrieved 2026-11-02. Company information is self-reported on YC.