As companies increasingly push employees to integrate artificial intelligence into daily work, a new challenge is beginning to emerge — workers may be using AI tools not for efficiency, but to appear more productive. A new report suggests this trend may already be visible at Amazon, where some employees are allegedly inflating their use of internal AI systems to match workplace expectations around AI adoption.
According to reports, Amazon has expanded the use of an internal AI platform called MeshClaw across teams. The tool allows employees to create AI agents that can automate workplace tasks and interact with company software. These AI-powered assistants are designed to help employees handle routine activities more quickly, including coding support, email management, and coordination across workplace applications.
However, some employees reportedly believe AI usage is quietly becoming a performance signal inside the company. Even though Amazon has informed staff that AI usage metrics will not formally influence appraisals, workers reportedly suspect managers are still informally tracking adoption levels.
This has allegedly led some employees to generate unnecessary AI-related activity simply to increase their “token consumption,” a metric linked to the amount of data processed by AI models. Higher usage may create the impression that employees are actively embracing Amazon’s AI-first work culture.
The company is reportedly aiming to ensure that a large majority of developers use AI tools regularly each week. Internal leaderboards tracking usage have also been introduced in some areas, further intensifying attention around adoption.
MeshClaw itself is believed to be inspired by “OpenClaw,” an AI agent platform that became popular for allowing users to run autonomous AI assistants directly on personal devices. Unlike standard chatbots, these agents can independently perform actions and complete tasks across software systems.
Amazon’s aggressive AI expansion reflects the company’s broader strategy. Reports indicate the tech giant is expected to invest nearly $200 billion this year, largely toward AI infrastructure and data centres, underlining how central artificial intelligence has become to its future operations.
