Claude's new AI report card tool gives companies a closer look at costs — and flags 'inefficiencies'

Anthropic last week launched "smart reports" for Claude Enterprise customers, an interactive chart tool that analyzes a sample of a team's AI session transcripts, groups work into categories, attaches spend to each group, and flags "inefficiencies" such as sessions that produced "no work value" or were "personal or off-topic," according to a Claude support webpage. Each organization can run up to 10 reports a month at no charge, covering a time range of up to the last 28 days, and Anthropic states the reports "aren't designed and should not be used for evaluating individual performance or making employment decisions." The launch comes as companies try to get a handle on AI costs; Bloomberg reported Monday that Goldman Sachs limited access to Anthropic's Claude Code and Microsoft's GitHub coding tools to engineers only after assessing productivity and risk concerns.

Claude's new AI report card tool gives companies a closer look at costs — and flags 'inefficiencies' Business Insider https://www.businessinsider.com The "smart reports" tool for Claude Enterprise users is designed to analyze a sample of a team's transcripts and group work into categories. - Companies using Claude Enterprise can get a closer look at their employees' AI usage with a new tool. - Claude's "smart reports" not only show how teams use AI — including flagging "off-topic" sessions — but also what it costs. - Anthropic says the reports "should not be used for evaluating individual performance." Anthropic is giving corporate customers a new way to scrutinize how their employees use its artificial intelligence https://www.businessinsider.com/ai-terms-definitions-glossary chatbot https://www.machinebrief.com/glossary/chatbot Claude https://www.businessinsider.com/claude — and how much the AI work is costing them. The AI giant announced "smart reports" for Claude Enterprise users last week. The interactive chart tool is designed to analyze a sample of a team's AI session transcripts and group work into categories, including the types of tasks employees use Claude for, the outputs it generates, and the cost. The reports can also — and this is the part that is undoubtedly making teams sit up straight — flag "inefficiencies" to employers, including sessions that produced "no work value" or were "personal or off-topic," according to a Claude support webpage. In effect, the smart reports tool offers companies equipped with Claude Enterprise something of an AI report card. Each organization can run up to 10 reports a month at no charge. One caveat that Anthropic https://www.businessinsider.com/anthropic-s-1-filing-public-finances-compute-deals-2026-10 highlighted as "important" in its support documentation: "Smart reports help you understand adoption and plan your investment in Claude. They aren't designed and should not be used for evaluating individual performance or making employment decisions." To produce a report, bosses can select a team, a time range of up to the last 28 days, the Claude products to include, focus areas for analysis, and any custom questions they want Claude to answer while analyzing the transcripts. "Claude then reads a sample of transcripts in that scope, groups them into workstreams and types of outputs, attaches spend to each group, and writes up what it found," the Claude support page says. According to Anthropic, sessions involving "restricted topics" — including personal conversations related to race, ethnicity, health, legal issues, union activity, and political or religious views — are "used only for aggregate analysis and don't include summaries." "Personal conversations also don't include individual sessions or names," the Claude support page says. The launch of smart reports comes as many companies are trying to get a handle on AI costs https://www.businessinsider.com/ey-ai-leader-says-companies-too-focused-on-cost-cutting-2026-5 and measure any productivity gains. Some are wrestling with how broadly to let employees use AI tools https://www.businessinsider.com/ai-tools-used-most-by-companies-chatgpt-claude-copilot-gemini-2025-11 . Bloomberg reported https://www.bloomberg.com/news/articles/2026-11-02/goldman-restricts-traders-and-bankers-from-using-some-ai-tools Monday that Goldman Sachs https://www.businessinsider.com/goldman-sachs-david-solomon-record-year-q1-earnings-2026-1 recently limited access to Anthropic's Claude Code and Microsoft's GitHub coding tools to engineers only after assessing productivity and risk concerns. The move reportedly rankled some Goldman traders who used the tools for their work. Business Insider https://www.businessinsider.com/anthropic-claude-smart-reports-ai-usage-costs-inefficiences-2026-11 Get AI news in your inbox Daily digest of what matters in AI. Key Terms Explained Anthropic https://www.machinebrief.com/glossary/anthropic An AI safety company founded in 2021 by former OpenAI researchers, including Dario and Daniela Amodei. Artificial Intelligence https://www.machinebrief.com/glossary/artificial-intelligence The science of creating machines that can perform tasks requiring human-like intelligence — reasoning, learning, perception, language understanding, and decision-making. Chatbot https://www.machinebrief.com/glossary/chatbot An AI system designed to have conversations with humans through text or voice. Claude https://www.machinebrief.com/glossary/claude Anthropic's family of AI assistants, including Claude Haiku, Sonnet, and Opus.