AI Usage Analytics and ROI Platform for Enterprises

P7/10May 15, 2026

WhatA platform that measures actual productivity impact of AI tool usage across an organization, distinguishing genuine value-creation from token-burning busywork.

SignalLarge enterprises are mandating AI usage quotas without any way to measure whether that usage is productive, leading to massive waste and employee gaming of metrics.

Why NowEnterprise AI adoption mandates have become widespread in 2025-2026, but measurement tools haven't kept pace — companies are spending millions on tokens with no visibility into ROI.

MarketEnterprise IT and engineering leaders at Fortune 500 companies; TAM $5B+ in AI governance/observability; competitors like Vanta and Datadog touch adjacent areas but nobody owns AI productivity measurement.

MoatProprietary benchmark data across thousands of teams creates a unique dataset for what 'good' AI usage patterns look like, making the product more accurate over time.

Amazon workers under pressure to up their AI usage are making up tasks View discussion ↗ · Article ↗ · 364 pts · May 15, 2026

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