Mentlio
Platform for engineering leaders that shows what AI spend costs and what it produces, per team, person and prompt, with a Suite of token savers (model routing, context retrieval, response discipline, log compression, reversible context) and Slack and Teams digests; measurement runs locally so dashboards receive aggregate scores, not prompts or code; demo-led with no published price.
What it does
- Evaluation and observability
- Agentic coding
Features 4
- Spend and impactSavings, output and adoption on one screen with exportable reports.
- On-device measurementDashboards get aggregate scores, not prompts, code or private files.
- Model routingRoutes each prompt to the cheapest capable model when the switch pays off.
- Slack and Teams digestsWeekly digests and threshold alerts where managers work.
Sources
- Pricing
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No pricing page is published; the home page offers Get a Demo. Dollar figures on the page are dashboard examples.
- Description
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Official documentation · 19 Oct 2026
Home page: "See what AI costs, what it produces, and prove AI ROI."
- What it does
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Official documentation · 19 Oct 2026
Home page: "See what AI costs, what it produces, and prove AI ROI."
- Sold within
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Sold by demo request; no plans or prices are published.
- Name
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Official documentation · 19 Oct 2026
Name as published on the product page.
- URL
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Official documentation · 19 Oct 2026
Product page, read 2026-10-19.
- Deployment
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Official documentation · 19 Oct 2026
Home page: "Dashboards receive aggregate scores, not prompts, code, or private files." Signals are computed locally.
- Interfaces
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Official documentation · 19 Oct 2026
Home page: a web dashboard and weekly digests and alerts posted into Slack and Microsoft Teams.
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