{"id":753,"date":"2026-02-12T10:07:26","date_gmt":"2026-02-12T10:07:26","guid":{"rendered":"https:\/\/aiopsschool.com\/blog\/?p=753"},"modified":"2026-02-12T10:07:27","modified_gmt":"2026-02-12T10:07:27","slug":"openai-faq-for-chatgpt-codex-soar-platform-api","status":"publish","type":"post","link":"https:\/\/aiopsschool.com\/blog\/openai-faq-for-chatgpt-codex-soar-platform-api\/","title":{"rendered":"OpenAi FAQ for ChatGpt, Codex, Soar, Platform Api"},"content":{"rendered":"\n<p><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">The 20-second mental model (so you stop getting confused)<\/h2>\n\n\n\n<p>OpenAI has <strong>multiple billing \u201cbuckets\u201d<\/strong>:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>ChatGPT subscription<\/strong> (Free\/Go\/Plus\/Pro\/Business) \u2192 billed as a monthly subscription in ChatGPT.<\/li>\n\n\n\n<li><strong>Codex \u201cin ChatGPT\u201d usage<\/strong> \u2192 has <strong>time\/weekly limits<\/strong> and <strong>optional credits<\/strong> (a separate \u201cflexible usage\u201d concept). (<a href=\"https:\/\/help.openai.com\/en\/articles\/11369540-using-codex-with-your-chatgpt-plan\">OpenAI Help Center<\/a>)<\/li>\n\n\n\n<li><strong>Sora \u201cin ChatGPT\u201d usage<\/strong> \u2192 uses <strong>credits<\/strong> (also \u201cflexible usage\u201d). (<a href=\"https:\/\/help.openai.com\/en\/articles\/12642688-using-credits-for-flexible-usage-in-chatgpt-freegopluspro-sora\">OpenAI Help Center<\/a>)<\/li>\n\n\n\n<li><strong>API Platform usage<\/strong> (platform.openai.com) \u2192 <strong>pay-as-you-go<\/strong> by tokens\/requests, tracked in the API Usage Dashboard. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/li>\n<\/ol>\n\n\n\n<p>So <strong>ChatGPT subscription \u2260 API credits<\/strong>. And <strong>Codex credits \u2260 API usage<\/strong>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">Master FAQ (50 Qs + detailed answers)<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">A) Accounts, billing separation, and \u201cwhere do I look?\u201d<\/h2>\n\n\n\n<p><strong>1) Are ChatGPT, Codex, Sora, and API billed together or separately?<\/strong><br>They are <strong>tracked and billed separately<\/strong> depending on where you use them. ChatGPT plans are subscriptions, while API calls are metered usage, and Codex\/Sora can use \u201ccredits for flexible usage.\u201d That\u2019s why you can see <strong>$0 on API usage<\/strong> but still hit <strong>Codex credits limits<\/strong> or <strong>API quota\/billing errors<\/strong>. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>2) What\u2019s the difference between an OpenAI \u201corganization\u201d and a \u201cproject\u201d?<\/strong><br>On the <strong>API Platform<\/strong>, usage, keys, budgets, and resources are organized into <strong>Organizations \u2192 Projects<\/strong>. API keys can be <strong>project-scoped<\/strong>, and roles\/visibility can restrict who can see usage. (<a href=\"https:\/\/help.openai.com\/en\/articles\/9186755-managing-your-work-in-the-api-platform-with-projects\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>3) Where do I check ChatGPT plan billing?<\/strong><br>In ChatGPT: <strong>Settings \u2192 Account<\/strong> (and the plan management area). That shows your subscription status (Plus\/Pro\/etc.) and renewal.<\/p>\n\n\n\n<p><strong>4) Where do I check Codex usage and limits?<\/strong><br>Codex has its own usage dashboard: <strong>chatgpt.com\/codex\/settings\/usage<\/strong> (you already opened this). It shows the <strong>5-hour limit<\/strong>, <strong>weekly limit<\/strong>, and <strong>credits remaining<\/strong>.<\/p>\n\n\n\n<p><strong>5) Where do I check Sora usage\/credits?<\/strong><br>In <strong>Sora<\/strong> (sora UI) and in the \u201ccredits \/ flexible usage\u201d area associated with Sora. Sora has its own billing\/credits rules. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10245774-sora-billing-faq\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>6) Where do I check API usage\/spend?<\/strong><br>On the API Platform Usage Dashboard: <strong>platform.openai.com\/usage<\/strong>. It also has project filtering and uses <strong>UTC<\/strong>. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>7) Why can API usage look like $0 even though I\u2019m getting \u201cQuota exceeded\u201d?<\/strong><br>Because that error often happens <strong>before<\/strong> any billable usage can occur (for example: <strong>no billing set up \/ no prepaid credits \/ account not fully onboarded \/ wrong org<\/strong>). So there\u2019s nothing to show as spend yet.<\/p>\n\n\n\n<p><strong>8) Can one dashboard show everything combined (ChatGPT + Codex + Sora + API)?<\/strong><br>No single dashboard cleanly consolidates all of it. Even within the API platform, usage is not automatically consolidated across separate org structures. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>9) What are \u201ccredits\u201d in ChatGPT\/Codex\/Sora?<\/strong><br>They\u2019re a \u201cflexible usage\u201d mechanism to continue using certain features beyond included plan limits. Credits are <strong>separate from API billing<\/strong> and follow their own terms (expiry, eligibility, etc.). (<a href=\"https:\/\/help.openai.com\/en\/articles\/12642688-using-credits-for-flexible-usage-in-chatgpt-freegopluspro-sora\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>10) Do credits expire?<\/strong><br>Yes\u2014OpenAI\u2019s credit terms describe expiration\/validity rules (and credits are not the same as \u201csubscription time\u201d). (<a href=\"https:\/\/help.openai.com\/en\/articles\/12642688-using-credits-for-flexible-usage-in-chatgpt-freegopluspro-sora\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">B) ChatGPT consumer &amp; business plans (what you pay for)<\/h2>\n\n\n\n<p><strong>11) What are the main ChatGPT plan types?<\/strong><br>Typically: <strong>Free, Go, Plus, Pro<\/strong> for individuals, and <strong>Business, Enterprise<\/strong> for teams\/orgs. Business\/Enterprise feature matrices are shown on OpenAI\u2019s business pricing pages. (<a href=\"https:\/\/openai.com\/business\/chatgpt-pricing\/\">OpenAI<\/a>)<\/p>\n\n\n\n<p><strong>12) How is ChatGPT Free priced?<\/strong><br>$0 subscription. You still get access but with tighter feature limits and availability compared with paid tiers.<\/p>\n\n\n\n<p><strong>13) What is ChatGPT Go and how much does it cost?<\/strong><br>ChatGPT Go is a lower-cost paid tier; OpenAI\u2019s announcement lists it at <strong>$8\/month<\/strong> (region\/taxes may vary). (<a href=\"https:\/\/openai.com\/index\/introducing-chatgpt-go\/?utm_source=chatgpt.com\">OpenAI<\/a>)<\/p>\n\n\n\n<p><strong>14) What is ChatGPT Plus and how much does it cost?<\/strong><br>Plus is listed as <strong>$20\/month<\/strong> (region\/taxes may vary). (<a href=\"https:\/\/developers.openai.com\/codex\/pricing\">OpenAI Developers<\/a>)<\/p>\n\n\n\n<p><strong>15) What is ChatGPT Pro and how much does it cost?<\/strong><br>Pro is listed as <strong>$200\/month<\/strong> (region\/taxes may vary). (<a href=\"https:\/\/developers.openai.com\/codex\/pricing\">OpenAI Developers<\/a>)<\/p>\n\n\n\n<p><strong>16) What is ChatGPT Business pricing?<\/strong><br>Business is priced <strong>per user<\/strong> (and varies by billing cadence\/region). For example, OpenAI\u2019s Business pricing page shows Business and Enterprise feature comparisons and purchase links; local currency pricing can appear (you may see JPY in Japan). (<a href=\"https:\/\/openai.com\/business\/chatgpt-pricing\/\">OpenAI<\/a>)<\/p>\n\n\n\n<p><strong>17) What\u2019s ChatGPT Enterprise pricing?<\/strong><br>Enterprise is typically <strong>sales-led \/ contract<\/strong> pricing (\u201cContact sales\u201d). (<a href=\"https:\/\/openai.com\/business\/chatgpt-pricing\/\">OpenAI<\/a>)<\/p>\n\n\n\n<p><strong>18) What does \u201cUnlimited\u201d vs \u201cFlexible\u201d mean on Business\/Enterprise feature tables?<\/strong><br>\u201cUnlimited\u201d generally means included usage for that feature; \u201cFlexible\u201d indicates usage that can expand with policies\/credits\/contract terms rather than a simple unlimited bucket. OpenAI uses these labels in the plan comparison tables. (<a href=\"https:\/\/openai.com\/business\/chatgpt-pricing\/\">OpenAI<\/a>)<\/p>\n\n\n\n<p><strong>19) Do ChatGPT subscriptions include API usage?<\/strong><br>No\u2014ChatGPT subscription is separate from API metered billing. API usage is tracked in the API Usage Dashboard and requires API billing setup. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>20) If I pay for ChatGPT (Plus\/Pro), do I automatically get Codex\/Sora credits?<\/strong><br>You get whatever your plan includes in terms of <strong>included limits<\/strong> and eligibility for \u201cflexible usage.\u201d The authoritative place to see <em>your<\/em> included balances is the Codex\/Sora usage pages and the \u201ccredits for flexible usage\u201d documentation. (<a href=\"https:\/\/help.openai.com\/en\/articles\/12642688-using-credits-for-flexible-usage-in-chatgpt-freegopluspro-sora\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">C) Codex pricing &amp; limits (and why it says \u201cout of credits\u201d)<\/h2>\n\n\n\n<p><strong>21) What is Codex in 2026 (in OpenAI terms)?<\/strong><br>Codex is an AI coding agent experience (web\/IDE\/CLI) that can run tasks like code edits, diffs, tests, and code review.<\/p>\n\n\n\n<p><strong>22) Is Codex billed like API tokens or like ChatGPT messages?<\/strong><br>It depends how you use it:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>In the <strong>Codex product experience<\/strong>, you hit <strong>time\/weekly limits<\/strong> and may use <strong>credits<\/strong> for flexible usage. (<a href=\"https:\/\/help.openai.com\/en\/articles\/11369540-using-codex-with-your-chatgpt-plan\">OpenAI Help Center<\/a>)<\/li>\n\n\n\n<li>If you use <strong>Codex models via the API<\/strong>, that\u2019s API token billing (metered on the API platform). (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/li>\n<\/ul>\n\n\n\n<p><strong>23) What is the \u201c5-hour usage limit\u201d in Codex?<\/strong><br>It\u2019s a rolling allowance used by Codex agent sessions (you saw it in your Codex usage dashboard). When you exceed it, you may need to wait for reset or use credits (if available).<\/p>\n\n\n\n<p><strong>24) What is the \u201cweekly usage limit\u201d in Codex?<\/strong><br>Same idea, but measured on a weekly window to prevent unlimited heavy usage in a short period.<\/p>\n\n\n\n<p><strong>25) What are \u201cCodex credits\u201d?<\/strong><br>Credits let you keep sending Codex messages \/ tasks <strong>beyond plan limits<\/strong>. Your Codex dashboard shows <strong>Credits remaining<\/strong> (you had 0). (<a href=\"https:\/\/help.openai.com\/en\/articles\/11369540-using-codex-with-your-chatgpt-plan\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>26) \u201cChatGPT gave some message credit to Codex\u2014how much?\u201d<\/strong><br>It\u2019s <strong>not a fixed universal number<\/strong> across everyone. The exact balance depends on your plan, your usage, and any credit rules\/promos at that time. The only reliable answer is your <strong>Codex usage dashboard<\/strong>, which shows remaining credits and limits. (<a href=\"https:\/\/help.openai.com\/en\/articles\/11369540-using-codex-with-your-chatgpt-plan\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>27) Why does Codex say \u201cout of credits\u201d but API usage is $0?<\/strong><br>Because <strong>Codex credits are not API billing<\/strong>. Codex flexible usage credits are a separate bucket from API tokens\/spend. So API can still show $0 even if Codex credits are depleted. (<a href=\"https:\/\/help.openai.com\/en\/articles\/12642688-using-credits-for-flexible-usage-in-chatgpt-freegopluspro-sora\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>28) Can I \u201cfix\u201d Codex out-of-credits by adding money to API billing?<\/strong><br>Not necessarily. Adding API billing helps with <strong>API calls<\/strong>, not automatically Codex flexible credits (they are managed under the credits\/flexible usage system). (<a href=\"https:\/\/help.openai.com\/en\/articles\/12642688-using-credits-for-flexible-usage-in-chatgpt-freegopluspro-sora\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>29) What does this Codex error mean: \u201cEncrypted content \u2026 organization_id did not match\u201d?<\/strong><br>That message usually indicates you authenticated or stored encrypted session data under one org\/account, then tried to use it under another org\/account target\u2014so the encrypted data can\u2019t be validated for the new org. (This exact error has been reported in Codex tooling contexts.) (<a href=\"https:\/\/github.com\/openai\/codex\/issues\/8121\">GitHub<\/a>)<br>Typical fix: sign out, clear local Codex auth\/session cache, and re-authenticate using the <em>same<\/em> org\/account you intend to bill against.<\/p>\n\n\n\n<p><strong>30) Why does Codex CLI say \u201cQuota exceeded. Check your plan and billing details\u201d?<\/strong><br>If the CLI is making <strong>API calls<\/strong>, that error often means the API org\/project has <strong>no billing\/credits set<\/strong>, or you\u2019re using a key tied to a different org\/project than you think. The API Usage Dashboard and project\/org settings are where you validate this. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">D) Sora pricing &amp; credits (consumer) + Sora in Business plans<\/h2>\n\n\n\n<p><strong>31) Is Sora billed by subscription, credits, or API usage?<\/strong><br>All of the above exist in different contexts:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Sora consumer app<\/strong> typically uses <strong>credits \/ plan entitlements<\/strong>. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10245774-sora-billing-faq\">OpenAI Help Center<\/a>)<\/li>\n\n\n\n<li><strong>Sora via API<\/strong> is metered on the API pricing pages for video\/image related models (API billing). (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/li>\n<\/ul>\n\n\n\n<p><strong>32) Does ChatGPT Business include Sora?<\/strong><br>OpenAI\u2019s Business feature comparison explicitly lists <strong>\u201cSora 1: Limited\u201d<\/strong> for Business and <strong>not included<\/strong> for Enterprise (in that table). (<a href=\"https:\/\/openai.com\/business\/chatgpt-pricing\/\">OpenAI<\/a>)<\/p>\n\n\n\n<p><strong>33) How do Sora credits work?<\/strong><br>You consume credits when generating videos; credit burn depends on factors like duration\/quality. The official Sora billing FAQ + credits documentation describes how credits apply. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10245774-sora-billing-faq\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>34) Do Sora credits expire?<\/strong><br>Credits follow OpenAI credit terms (validity\/expiration rules apply). (<a href=\"https:\/\/help.openai.com\/en\/articles\/12642688-using-credits-for-flexible-usage-in-chatgpt-freegopluspro-sora\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>35) Can I buy more Sora credits any time?<\/strong><br>Depending on your plan\/region\/eligibility, you can often add credits for flexible usage; the credits system is described in OpenAI\u2019s flexible usage documentation. (<a href=\"https:\/\/help.openai.com\/en\/articles\/12642688-using-credits-for-flexible-usage-in-chatgpt-freegopluspro-sora\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>36) Why might Sora not appear on my Enterprise\/Edu account?<\/strong><br>Sora availability can differ by plan and eligibility; OpenAI\u2019s Sora billing FAQ notes plan-based access constraints. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10245774-sora-billing-faq\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">E) API Platform pricing (tokens), limits, budgets, and why you see $0<\/h2>\n\n\n\n<p><strong>37) How does API pricing work at the core level?<\/strong><br>API is billed mainly by <strong>tokens<\/strong>: you pay for <strong>input tokens<\/strong>, sometimes <strong>cached input<\/strong>, and <strong>output tokens<\/strong> per model. The official API pricing table lists exact rates. (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/p>\n\n\n\n<p><strong>38) What are current example token prices for GPT-5.2?<\/strong><br>From OpenAI\u2019s pricing table (per 1M tokens):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Flex<\/strong>: gpt-5.2 input <strong>$0.875<\/strong>, cached input <strong>$0.0875<\/strong>, output <strong>$7.00<\/strong> (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/li>\n\n\n\n<li><strong>Standard<\/strong>: gpt-5.2 input <strong>$1.75<\/strong>, cached input <strong>$0.175<\/strong>, output <strong>$14.00<\/strong> (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<br>(There\u2019s also a higher tier section with higher prices, typically used for higher-priority processing. (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>))<\/li>\n<\/ul>\n\n\n\n<p><strong>39) What are Flex vs Standard (and the higher-priced tier) in API pricing?<\/strong><br>OpenAI publishes separate sections: <strong>Flex<\/strong> (lower cost), <strong>Standard<\/strong> (normal), and an additional higher-priced section (used when you want higher priority \/ faster scheduling). The tradeoff is generally <strong>cost vs performance\/priority<\/strong>. (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/p>\n\n\n\n<p><strong>40) What is \u201ccached input\u201d and why is it cheaper?<\/strong><br>Cached input is discounted input pricing used when repeated prompt fragments are served from cache (same content reused). The pricing tables show cached input rates lower than standard input. (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/p>\n\n\n\n<p><strong>41) How is Codex billed on the API (model names like gpt-5.2-codex)?<\/strong><br>The API pricing table lists codex model variants (e.g., <strong>gpt-5.2-codex<\/strong>) with the same input\/cached\/output structure under pricing tiers. (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/p>\n\n\n\n<p><strong>42) How is image generation billed on the API now?<\/strong><br>OpenAI lists <strong>image tokens<\/strong> pricing (per 1M tokens) for image models (e.g., gpt-image-1, chatgpt-image-latest) with Batch\/Standard rates. (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/p>\n\n\n\n<p><strong>43) Give an example of image token prices.<\/strong><br>For image tokens (per 1M tokens), OpenAI lists (examples):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Standard<\/strong>: gpt-image-1 input <strong>$10.00<\/strong>, cached input <strong>$2.50<\/strong>, output <strong>$40.00<\/strong> (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/li>\n\n\n\n<li><strong>Batch<\/strong> (discounted): gpt-image-1 input <strong>$5.00<\/strong>, cached input <strong>$1.25<\/strong>, output <strong>$20.00<\/strong> (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/li>\n<\/ul>\n\n\n\n<p><strong>44) How is Realtime API billed?<\/strong><br>Realtime models are listed with their own pricing lines (input\/cached input shown). (<a href=\"https:\/\/developers.openai.com\/api\/docs\/pricing\/\">OpenAI Developers<\/a>)<\/p>\n\n\n\n<p><strong>45) Why does the API Usage Dashboard show UTC and feel \u201coff by a day\u201d?<\/strong><br>Because usage dashboard data is displayed using <strong>UTC<\/strong>, not your local timezone. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>46) Why are there two project selectors on the API usage page?<\/strong><br>OpenAI explains that the usage page has its own selector independent from the top bar project selection for more flexible filtering. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>47) Where do I see \u201ccredit grants\u201d (API credits \/ prepaid credits) on the platform?<\/strong><br>OpenAI says the credit grants table is unified under the organization billing page, and points to the billing\/credit-grants section. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>48) How do API budgets work\u2014do they hard-stop requests?<\/strong><br>Budgets are described as <strong>soft thresholds<\/strong> for monitoring\/alerts; exceeding them can still allow requests to process (it\u2019s for monitoring rather than a guaranteed hard stop). (<a href=\"https:\/\/help.openai.com\/en\/articles\/9186755-managing-your-work-in-the-api-platform-with-projects\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<p><strong>49) What causes \u201cQuota exceeded. Check your plan and billing details\u201d on the API?<\/strong><br>Common causes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No billing method \/ no prepaid credits enabled for that org\/project<\/li>\n\n\n\n<li>Using an API key tied to a different org\/project than the one you\u2019re checking<\/li>\n\n\n\n<li>Actual spend\/credit exhaustion in that billing bucket<br>You diagnose it by checking <strong>org\/project<\/strong>, <strong>billing<\/strong>, and <strong>usage visibility<\/strong> settings. (<a href=\"https:\/\/help.openai.com\/en\/articles\/9186755-managing-your-work-in-the-api-platform-with-projects\">OpenAI Help Center<\/a>)<\/li>\n<\/ul>\n\n\n\n<p><strong>50) Why do org\/project mismatches happen so easily (especially with multiple accounts)?<\/strong><br>Because keys, projects, and visibility are scoped. OpenAI also notes the usage dashboard doesn\u2019t consolidate across org structures automatically, and project scoping + role\/visibility settings can hide usage from some users. (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">Your specific situation (based on what you shared)<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Your <strong>API Platform<\/strong> screenshot shows <strong>$0<\/strong> usage\/spend.<\/li>\n\n\n\n<li>Your <strong>Codex usage dashboard<\/strong> shows <strong>Credits remaining = 0<\/strong> (and some usage bars).<\/li>\n\n\n\n<li>Your <strong>API call error \u201cQuota exceeded\u2026\u201d<\/strong> is consistent with <strong>API billing not enabled \/ wrong org\/project \/ no API credits<\/strong>, which can happen even if \u201cusage\u201d is currently $0 (because requests are blocked early). (<a href=\"https:\/\/help.openai.com\/en\/articles\/10478918-api-usage-dashboard\">OpenAI Help Center<\/a>)<\/li>\n\n\n\n<li>Your <strong>org mismatch encrypted content<\/strong> error is also consistent with signing into Codex\/CLI under one org\/account and then trying another. (<a href=\"https:\/\/github.com\/openai\/codex\/issues\/8121\">GitHub<\/a>)<\/li>\n<\/ul>\n\n\n\n<p>One important note: you pasted a <strong>live API key<\/strong> in chat. You should <strong>rotate\/delete that key immediately<\/strong> in the API Platform and create a new one (treat it as compromised).<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2>\n","protected":false},"excerpt":{"rendered":"<p>The 20-second mental model (so you stop getting confused) OpenAI has multiple billing \u201cbuckets\u201d: So ChatGPT subscription \u2260 API credits. [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-753","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/aiopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/753","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiopsschool.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=753"}],"version-history":[{"count":1,"href":"https:\/\/aiopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/753\/revisions"}],"predecessor-version":[{"id":754,"href":"https:\/\/aiopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/753\/revisions\/754"}],"wp:attachment":[{"href":"https:\/\/aiopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=753"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=753"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=753"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}