{"type":"post","id":"the-spending-has-outrun-the-math-if-your-062a00","slug":"the-spending-has-outrun-the-math-if-your-062a00","title":"The spending has outrun the math. If your team’s AI coding bill keeps growing, you’re not alone.","description":"The Pragmatic Engineer reports data from 27 workplaces on AI coding spend and pull-request output.","retrieval_nugget":"The Pragmatic Engineer reports data from 27 workplaces on AI coding spend and pull-request output. The striking result is not a single benchmark: per-developer spending varies enormously, while few companies can explain the return. Teams building with coding agents need an operating metric beyond subscriptions, tokens, or PR count.","published_at":"2026-10-27","updated_at":"2026-10-27","record_date":"2026-10-27","date_kind":"published_at","topics":["claude","github","codex"],"entities":["The Pragmatic Engineer","Gergely Orosz","CodeRabbit","Gitar","Claude","GitHub Copilot","Cursor","Codex"],"related_patterns":["agent-economics-moves-to-completed-work","verification-bandwidth-is-the-scarce-resource"],"novelty_label":"new_fact","what_changed":"Adds findings from 27 companies on AI coding spend and returns, including spending patterns and PR throughput; few can yet quantify ROI.","prior_refs":["memory:71cfc7bd-70aa-869a-af01-bf3cab5cfda9"],"source_url":"https://newsletter.pragmaticengineer.com/p/whats-the-roi-of-software-engineers","source_urls":["https://newsletter.pragmaticengineer.com/p/whats-the-roi-of-software-engineers"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:the-spending-has-outrun-the-math-if-your-062a00","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/the-spending-has-outrun-the-math-if-your-062a00/","markdown":"https://newruntime.com/posts/the-spending-has-outrun-the-math-if-your-062a00.md","json":"https://newruntime.com/posts/the-spending-has-outrun-the-math-if-your-062a00.json"},"next_reads":[{"type":"topic","path":"/topics/claude/","url":"https://newruntime.com/topics/claude/","title":"Claude","reason":"Explore the claude topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/claude.md","json_url":"https://newruntime.com/topics/claude.json"},{"type":"topic","path":"/topics/github/","url":"https://newruntime.com/topics/github/","title":"Github","reason":"Explore the github topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/github.md","json_url":"https://newruntime.com/topics/github.json"},{"type":"topic","path":"/topics/codex/","url":"https://newruntime.com/topics/codex/","title":"Codex","reason":"Explore the codex topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/codex.md","json_url":"https://newruntime.com/topics/codex.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}