{"slug": "production-users-report-codex-consuming-3x-higher-tokens-than-claude-for-tasks", "title": "Production users report Codex consuming 3x higher tokens than Claude for identical tasks", "summary": "Multiple developers on Hacker News and personal blogs report that OpenAI's Codex consumes 3 times more tokens than Anthropic's Claude for identical coding tasks, with one user spending $150 in credits to fix a single production database bug. The accounts question Codex's value proposition given the higher token consumption and associated costs, describing an efficiency regression versus competing models.", "body_md": "# Production users report Codex consuming 3x higher tokens than Claude for identical tasks\n\nAccording to multiple developer accounts on Hacker News and personal blogs, OpenAI's Codex is requiring 3 times higher token usage than Claude for the same coding tasks, with one user spending $150 in credits to fix a single production database bug. Developers are questioning Codex's value proposition given the increased token consumption and associated costs. The reports indicate efficiency regression compared to competing models.\n\n## Topics\n\n## Sources\n\n- Press[Read article](https://annanay.dev/fixing-db-with-codex/)\n- Social[HN thread](https://news.ycombinator.com/item?id=49978163)\n\nThis intelligence is sourced automatically from public sources across the web and synthesised by the Prefactor AI pipeline. Stories are reviewed before publication.", "url": "https://wpnews.pro/news/production-users-report-codex-consuming-3x-higher-tokens-than-claude-for-tasks", "canonical_source": "https://www.getreadyforagents.com/news/openai-codex-token-efficiency-regression/", "published_at": "2026-10-06 19:05:44+00:00", "updated_at": "2026-10-06 19:16:35.718996+00:00", "lang": "en", "topics": ["ai-tools", "large-language-models", "ai-products", "developer-tools"], "entities": ["OpenAI", "Codex", "Claude", "Anthropic", "Hacker News"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/production-users-report-codex-consuming-3x-higher-tokens-than-claude-for-tasks", "markdown": "https://wpnews.pro/news/production-users-report-codex-consuming-3x-higher-tokens-than-claude-for-tasks.md", "text": "https://wpnews.pro/news/production-users-report-codex-consuming-3x-higher-tokens-than-claude-for-tasks.txt", "jsonld": "https://wpnews.pro/news/production-users-report-codex-consuming-3x-higher-tokens-than-claude-for-tasks.jsonld"}}