Mentlio

Enterprise AI adoption platform that cuts token waste and proves ROI while keeping prompts and source code on-device.

mentlio.com

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About

Mentlio measures AI spend, velocity, and ROI for engineering teams by computing workflow, quality, and productivity signals locally via proprietary ML, sending only aggregate scores to dashboards rather than prompts or code. The platform routes prompts to the cheapest capable model, compresses context, and reduces token waste—which the company says can reach 40% of AI bills—without dropping accuracy. It integrates with Slack, Teams, GitHub, Claude, OpenAI, Cursor, Linear, and Jira, and starts with a free AI usage audit. Mentlio is a product of Mentlio.

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Product details

Product kind
Saas
Free tier
Yes
Open source
No
web
AI cost optimizationtoken waste reductionAI ROI measurementengineering productivity trackingprompt quality coaching
SlackMicrosoft TeamsGitHubClaudeOpenAICursorLinearJira