Your team is using AI. But is it actually helping?
Token bills, active seats, PRs, and anecdotes tell you AI is being used. They do not tell you if the work is faster or better.
The waste stays hidden in expensive models used for simple tasks, bloated context, retries, and answers that run too long. It can add up to 40% of the bill.
Optimize AI spend and impact
Visibility and improvements for every AI prompt, seat, and dollar.
Overview
Savings, output, and adoption on one screen, with reports leadership can export and read in one sitting.
Productivity
Contributor output and AI-assisted productivity by team and cohort, so you can see where velocity actually comes from.
People
Every engineer ranked by AI output, prompt quality, and token efficiency. The coaching list writes itself.
Savings
Observed AI cost, token volume, and realized savings over time. Proof the efficiency work is landing.
The sensitive part stays on the device.
Mentlio computes workflow, quality, and productivity signals locally with proprietary ML. Dashboards receive aggregate scores, not prompts, code, or private files.
Activity rhythm
Tokenmaxx Token efficient.
Mentlio's Suite reduces token waste without dropping off accuracy.
The cheapest capable model, chosen per prompt.
Routes to the cheapest capable model only when cache-aware savings make the switch profitable.
Scores every prompt on-device before it leaves the machine
Holds the frontier model for the prompts that need it
98.93% of Fable's accuracy at 24.90% lower cost on Terminal-Bench 2.1.
Read the Terminal-Bench 2.1 whitepaperWelcome back.
Fable 5.1 (1M context) · Claude Max
engineering@acme.dev's Organization
/Users/engineer/checkout
Tips for getting started
Run /init to create a CLAUDE.md file
What's new
/mcp now collapses context-heavy tool output
/release-notes for more
? for shortcuts · ← for agents
[mentlio route] standard task detected
[mentlio route] keeping Anthropic provider · selecting Sonnet 5
Edited src/user/listUsers.ts
PASS npm test listUsers
[mentlio route] 152 output tokens avoided ($0.015 saved)
1.2k input · 420 output baseline
Next actions, where managers work.
Mentlio posts weekly digests and threshold alerts into Slack and Teams, so managers act where work already happens.
# ai-adoption
Weekly Mentlio update
Mentlio
APP9:00 AMWeekly AI adoption digest for Acme Corp is ready.
Highest leverage this week
Prompt-quality-adjusted AI adoption by team
Next best action
Send the manager brief for 12 employees with falling prompt quality.
AI Adoption
Microsoft Teams channel
AI Adoption
Posts
Mentlio
APP9:00 AMWeekly AI adoption digest for Acme Corp is ready.
Highest leverage this week
Prompt-quality-adjusted AI adoption by team
Next best action
Send the manager brief for 12 employees with falling prompt quality.
Blog
What we measure, publish, and hold ourselves to.
Right at home with your stack.
Mentlio integrates across your whole stack, metering and acting without impacting day-to-day.
Mentlio integrates with Slack, Microsoft Teams, GitHub, Claude, OpenAI, Cursor, Linear, and Jira.
