Mentlio

Mentlio is an engineering intelligence and token optimization platform for teams that use AI coding tools. It measures what AI costs, what it produces and whether the work is faster or better, with the aim of showing leadership a return on AI spend. The vendor states that measurement runs locally and that prompts and source code stay on the device. The analytics side has an overview of savings, output and adoption, productivity by team and cohort, a people view that ranks engineers by AI output, prompt quality and token efficiency, and a savings view of observed cost and realized reductions. Workflow, quality and productivity signals are computed on the machine with proprietary machine learning, and dashboards receive only aggregate scores. The optimization side is a suite the vendor calls Tokenmaxx, made of five layers. Route chooses the cheapest capable model for each prompt, scoring it on the device before it leaves, and holds the frontier model for prompts that need it. Lens handles context retrieval, Quiet limits response length, Logs compresses logs, and Recall provides reversible context. The vendor reports 98.93 percent of a frontier model's accuracy at 24.90 percent lower cost on Terminal Bench 2.1 and publishes a whitepaper. It is aimed at engineering leaders and teams running coding agents such as Claude Code at scale. The site shows no plan prices and directs visitors to book a demo.