--- title: Cheap AI tokens are running out | daily.dev description: Cheap per-seat AI plans are subsidized and may not last, so engineering leaders should track token consumption now, before a metered bill forces the issue.... canonical: https://daily.dev/posts/cheap-ai-tokens-are-running-out-qoi8vhswo twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Cheap AI tokens are running out | daily.dev og:description: Cheap per-seat AI plans are subsidized and may not last, so engineering leaders should track token consumption now, before a metered bill forces the issue.... og:url: https://daily.dev/posts/cheap-ai-tokens-are-running-out-qoi8vhswo og:image: https://api.daily.dev/og/posts/qOI8VhSwo.png og:image:alt: Cheap AI tokens are running out og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Cheap AI tokens are running out **[LeadDev](https://daily.dev/sources/leaddev)** · 10 min read · 1 upvotes · 0 comments ## Summary Cheap per-seat AI plans are subsidized and may not last, so engineering leaders should track token consumption now, before a metered bill forces the issue. Simon Willison calculated that a month of his Claude Code and Codex usage would cost $2,180 at per-token rates versus the $200 he paid in subscriptions. Anthropic moved its Enterprise plan to a $20 seat fee plus metered usage in November 2025, and OpenAI shifted Codex on ChatGPT Enterprise to token pricing in April 2026. The advice: make usage visible without ranking engineers by tokens, and match model size and reasoning effort to each task, since GPT-6 Luna at max effort scores 38 for about $0.07 a task, while Claude Opus 5.5 at low effort scores 42 for $0.55. AT&T cut costs on some tasks by up to 56% with only a 2% quality drop by routing lighter work to open models. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Questions this post answers ### How much more expensive is per-token AI pricing compared to a flat per-seat subscription like Claude Code or Codex? Per-token rates can cost roughly ten times more than a subsidized per-seat plan. Simon Willison calculated that one month of his Claude Code and Codex usage would have cost $2,180 at per-token rates, versus the $200 he actually paid on flat-rate subscriptions. _Anyone budgeting for AI coding tools can track pricing shifts like this one on daily.dev._ ### When did Anthropic and OpenAI move enterprise customers from flat-rate AI plans to per-token billing? Anthropic switched its Enterprise plan to a $20 seat fee plus metered usage in November 2025. OpenAI moved Codex on ChatGPT Enterprise to token pricing in April 2026. Both changes push large customers from subsidized flat-rate plans toward paying per token consumed. _Teams planning AI budgets can follow pricing changes like these on daily.dev before the next bill arrives._ ### How much can routing coding tasks to open-weight models instead of frontier models save on cost? AT&T cut the cost of some advanced tasks, including coding, by up to 56% while measured quality dropped by only 2%, by keeping frontier models for the most complex problems and routing lighter work to open models through a router. This required building an internal quality benchmark to validate the tradeoff. _Developers weighing frontier versus open-weight models can compare real-world tradeoffs like this on daily.dev._ ## Similar posts on daily.dev - [AI's Economics Don't Make Sense \[Ad Free\]](https://daily.dev/posts/ai-s-economics-don-t-make-sense-ad-free--tzsh6lout) · Where's Your Ed At · 7 upvotes · 0 comments - [Companies rein in AI spending as running costs mount](https://daily.dev/posts/companies-rein-in-ai-spending-as-running-costs-mount-1dwposyjf) · TechCentral · 0 upvotes · 0 comments - [I think Anthropic and OpenAI have found product-market fit](https://daily.dev/posts/i-think-anthropic-and-openai-have-found-product-market-fit-azovmehbd) · Simon Willison · 4 upvotes · 1 comments - [OpenAI Pricing in 2026 for Individuals, Orgs & Developers](https://daily.dev/posts/openai-pricing-in-2026-for-individuals-orgs-developers-aeizgj8sw) · finout · 1 upvotes · 0 comments --- Tags: [#leadership](https://daily.dev/tags/leadership), [#ai-coding](https://daily.dev/tags/ai-coding), [#anthropic](https://daily.dev/tags/anthropic), [#claude-code](https://daily.dev/tags/claude-code), [#finops](https://daily.dev/tags/finops) [View this post on daily.dev](https://daily.dev/posts/cheap-ai-tokens-are-running-out-qoi8vhswo) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Cheap AI tokens are running out","url":"https://daily.dev/posts/cheap-ai-tokens-are-running-out-qoi8vhswo","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/cheap-ai-tokens-are-running-out-qoi8vhswo"},"datePublished":"2026-10-29T07:51:31.815Z","dateModified":"2026-10-29T07:52:00.246Z","description":"Cheap per-seat AI plans are subsidized and may not last, so engineering leaders should track token consumption now, before a metered bill forces the issue....","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/344eb747bb2b7bdef9ccedf29b893368?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/344eb747bb2b7bdef9ccedf29b893368?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"LeadDev","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"LeadDev","logo":"https://media.daily.dev/image/upload/s--u_Q34nzh--/f_auto,q_auto/v1774514111/logos/leaddev?_a=BAMAMiWQ0","url":"https://daily.dev/sources/leaddev"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/cheap-ai-tokens-are-running-out-qoi8vhswo","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":1},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"leadership,ai-coding,anthropic,claude-code,finops","timeRequired":"PT10M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"LeadDev","item":"https://daily.dev/sources/leaddev"},{"@type":"ListItem","position":3,"name":"Cheap AI tokens are running out"}]} {"@context":"https://schema.org","@type":"FAQPage","@id":"https://daily.dev/posts/cheap-ai-tokens-are-running-out-qoi8vhswo#faq","mainEntity":[{"@type":"Question","name":"How much more expensive is per-token AI pricing compared to a flat per-seat subscription like Claude Code or Codex?","acceptedAnswer":{"@type":"Answer","text":"Per-token rates can cost roughly ten times more than a subsidized per-seat plan. Simon Willison calculated that one month of his Claude Code and Codex usage would have cost $2,180 at per-token rates, versus the $200 he actually paid on flat-rate subscriptions. Anyone budgeting for AI coding tools can track pricing shifts like this one on daily.dev."}},{"@type":"Question","name":"When did Anthropic and OpenAI move enterprise customers from flat-rate AI plans to per-token billing?","acceptedAnswer":{"@type":"Answer","text":"Anthropic switched its Enterprise plan to a $20 seat fee plus metered usage in November 2025. OpenAI moved Codex on ChatGPT Enterprise to token pricing in April 2026. Both changes push large customers from subsidized flat-rate plans toward paying per token consumed. Teams planning AI budgets can follow pricing changes like these on daily.dev before the next bill arrives."}},{"@type":"Question","name":"How much can routing coding tasks to open-weight models instead of frontier models save on cost?","acceptedAnswer":{"@type":"Answer","text":"AT\u0026T cut the cost of some advanced tasks, including coding, by up to 56% while measured quality dropped by only 2%, by keeping frontier models for the most complex problems and routing lighter work to open models through a router. This required building an internal quality benchmark to validate the tradeoff. Developers weighing frontier versus open-weight models can compare real-world tradeoffs like this on daily.dev."}}]} ```