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Subscriptions · Model

Ways to run GPT-6 Astra

5 ways to run GPT-6 Astra: subscriptions, coding plans and APIs, cheapest first, with how each plan's limits work.

5 ways to run GPT-6 Astra, cheapest first

Ranked by the lowest monthly price; other currencies after US dollars, pay-per-use last.

  • OpenAI

    ChatGPT Plus

    Chat & generalMessagesOpaque: no published token or dollar conversion
    $20
    per month
    Limits
    Local messages and cloud chats share the plan's usage allowance. OpenAI gives estimated local-message ranges per five-hour window that vary by model, and says these are estimates, not fixed message limits. Weekly limits may also apply. The usage dashboard shows current values, and the Codex CLI /status command shows them during a session. Estimated message ranges per five-hour window with no published token or dollar conversion for included usage.
    Works with
    • Codex web
    • Codex CLI
    • Codex IDE extension
    • Codex iOS app
    More details
    • Cloud integrations for Codex
    • Can buy additional credits when limits are reached, without upgrading
    • Codex access comes with the ChatGPT plan; OpenAI sells no separate Codex-only subscription. Plus includes limited GPT-6 Astra usage, with credits for more (Codex pricing FAQ). The per-5-hour estimates also cover Standard Business.
  • OpenAI

    ChatGPT Pro 100

    Chat & generalUsage multiplesOpaque: no published token or dollar conversion
    $100
    per month
    Limits
    Pro plans currently have no five-hour limit according to OpenAI's pricing docs. Weekly limits may also apply, and the included Codex allowance is not published as a number. OpenAI points users to the usage dashboard for current limits. No five-hour window and no published Codex allowance for this tier, so there is no conversion to tokens or dollars.
    Rules
    • Sharing account credentials, reselling access and automatically extracting data are prohibited (help center, About ChatGPT Pro tiers)
    Works with
    • Codex web
    • Codex CLI
    • Codex IDE extension
    • Codex iOS app
    More details
    • Everything in Plus
    • Fast mode: 2.5x included subscription usage (OpenAI pricing docs)
    • Can buy additional credits when limits are reached
    • OpenAI names the tiers Pro 100, Pro 200 and Pro 500. It says Pro 200 includes more usage than Pro 100 and Pro 500 the most, and publishes no amounts. GPT-6 Astra is included in the Codex allowance on the $100 and $200 Pro plans (Codex pricing FAQ).
  • OpenAI

    ChatGPT Pro 200

    Chat & generalUsage multiplesOpaque: no published token or dollar conversion
    $200
    per month
    Limits
    Pro plans currently have no five-hour limit according to OpenAI's pricing docs. Weekly limits may also apply, and the included Codex allowance is not published as a number. OpenAI points users to the usage dashboard for current limits. No five-hour window and no published Codex allowance for this tier, so there is no conversion to tokens or dollars.
    Rules
    • Sharing account credentials, reselling access and automatically extracting data are prohibited (help center, About ChatGPT Pro tiers)
    Works with
    • Codex web
    • Codex CLI
    • Codex IDE extension
    • Codex iOS app
    More details
    • Everything in Plus
    • Fast mode: 2.5x included subscription usage (OpenAI pricing docs)
    • Can buy additional credits when limits are reached
    • OpenAI names the tiers Pro 100, Pro 200 and Pro 500. It says Pro 200 includes more usage than Pro 100 and Pro 500 the most, and publishes no amounts. GPT-6 Astra is included in the Codex allowance on the $100 and $200 Pro plans (Codex pricing FAQ). New Pro 200 subscriptions get a lower allowance than before; subscribers active between September 22 and September 29, 2026 keep the previous allowance through October 29, 2026.
  • OpenAI

    ChatGPT Pro 500

    Chat & generalUsage multiplesOpaque: no published token or dollar conversion
    $500
    per month
    Limits
    Pro plans currently have no five-hour limit according to OpenAI's pricing docs. Weekly limits may also apply, and the included Codex allowance is not published as a number. OpenAI points users to the usage dashboard for current limits. No five-hour window and no published Codex allowance for this tier, so there is no conversion to tokens or dollars.
    Rules
    • Sharing account credentials, reselling access and automatically extracting data are prohibited (help center, About ChatGPT Pro tiers)
    Works with
    • Codex web
    • Codex CLI
    • Codex IDE extension
    • Codex iOS app
    More details
    • Everything in Plus
    • Ultrafast mode on this tier: 8x included subscription usage for GPT-6.1 Sol and GPT-6 Astra (OpenAI pricing docs)
    • Fast mode: 2.5x included subscription usage
    • Can buy additional credits when limits are reached
    • OpenAI names the tiers Pro 100, Pro 200 and Pro 500. It says Pro 200 includes more usage than Pro 100 and Pro 500 the most, and publishes no amounts. The only Pro plan with Ultrafast, for GPT-6 Astra and GPT-6.1 Sol: it uses the included allowance at 8x the Standard rate, then purchased credits at 6x.
  • OpenCode

    Zen

    Bundle / gatewayPay per tokenClear quota
    Pay per use
    Limits
    Pay-as-you-go: you add a prepaid balance and are charged per request at the published per-1M-token rates for each model. The page says you can set monthly spend limits in your account. Free models are listed at 0 for input, output and cached read.
    API rates
    ModelInputOutputUnit and notes
    Jev 1.13$0.042$0per 1M tokens, Output listed as Free; no cached-read rate listed
    MiniMax M3$0.30$1.20per 1M tokens, Cached read $0.06
    MiniMax M2.7$0.30$1.20per 1M tokens, Cached read $0.06
    MiniMax M2.5$0.30$1.20per 1M tokens, Cached read $0.06
    GLM 5.3 Flash$0.15$0.50per 1M tokens, Cached read $0.03
    GLM 5.3$1.40$4.40per 1M tokens, Cached read $0.26
    GLM 5.2$1.40$4.40per 1M tokens, Cached read $0.26
    GLM 5.1$1.40$4.40per 1M tokens, Cached read $0.26
    and 95 more rates
    GLM 5$1$3.20per 1M tokens, Cached read $0.20
    Kimi K2.7 Code$0.95$4per 1M tokens, Cached read $0.19
    Kimi K3$3$15per 1M tokens, Cached read $0.30
    Kimi K2.6$0.95$4per 1M tokens, Cached read $0.16
    Kimi K2.5$0.60$3per 1M tokens, Cached read $0.10
    Mistral Large 4$0.68$2.09per 1M tokens, 50% off (was $1.36 input, $4.18 output); cached read $0.07 (was $0.14)
    Qwen3.8 Max$2$6per 1M tokens, Cached read $0.25; cache write $2.50
    Qwen3.8 Flash$0.15$0.47per 1M tokens, Cached read $0.016; cache write $0.20
    Qwen3.7 Max$2.50$7.50per 1M tokens, Cached read $0.50; cache write $3.125
    Qwen3.7 Plus$0.40$1.60per 1M tokens, Cached read $0.04; cache write $0.50
    Qwen3.6 Plus$0.50$3per 1M tokens, Cached read $0.05; cache write $0.625
    Qwen3.5 Plus$0.20$1.20per 1M tokens, Cached read $0.02; cache write $0.25
    DeepSeek V4.1 Flash$0.30$1.20per 1M tokens, Cached read $0.006
    DeepSeek V4 Pro$1.74$3.48per 1M tokens, Cached read $0.145
    Claude Fable 5.1$10$50per 1M tokens, Cached read $0.25; cache write $12.50
    Claude Fable 5$10$50per 1M tokens, Cached read $1.00; cache write $12.50
    Claude Opus 5.5$4$20per 1M tokens, Cached read $0.20; cache write $5.00
    Claude Opus 5$5$25per 1M tokens, Cached read $0.50; cache write $6.25
    Claude Opus 4.8$5$25per 1M tokens, Cached read $0.50; cache write $6.25
    Claude Opus 4.7$5$25per 1M tokens, Cached read $0.50; cache write $6.25
    Claude Opus 4.6$5$25per 1M tokens, Cached read $0.50; cache write $6.25
    Claude Opus 4.5$5$25per 1M tokens, Cached read $0.50; cache write $6.25
    Claude Sonnet 5.5$2$10per 1M tokens, Cached read $0.20; cache write $2.50
    Claude Sonnet 5$2$10per 1M tokens, Cached read $0.20; cache write $2.50
    Claude Sonnet 4.6$3$15per 1M tokens, Cached read $0.30; cache write $3.75
    Claude Sonnet 4.5$3$15per 1M tokens, Up to 200K tokens; cached read $0.30; cache write $3.75
    Claude Sonnet 4.5$6$22.50per 1M tokens, Over 200K tokens; cached read $0.60; cache write $7.50
    Claude Haiku 5.5$0.10$0.50per 1M tokens, Up to 100K tokens; cached read $0.01; cache write $0.125
    Claude Haiku 5.5$0.50$2.50per 1M tokens, Over 100K tokens; cached read $0.05; cache write $0.625
    Claude Haiku 4.5$1$5per 1M tokens, Cached read $0.10; cache write $1.25
    Gemini 4 Argon$2$10per 1M tokens, 50% off through November 30, 2026 (was $4.00 input, $20.00 output); cached read $0.10 (was $0.20)
    Gemini 3.8 Flash$1.50$7.50per 1M tokens, Cached read $0.15
    Gemini 3.7 Flash$1.50$7.50per 1M tokens, Cached read $0.15
    Gemini 3.6 Flash$1.50$7.50per 1M tokens, Cached read $0.15
    Gemini 3.5 Flash$1.50$9per 1M tokens, Cached read $0.15
    Gemini 3.5 Flash Lite$0.30$2.50per 1M tokens, Cached read $0.03
    Gemini 3.1 Pro$2$12per 1M tokens, Up to 200K tokens; cached read $0.20
    Gemini 3.1 Pro$4$18per 1M tokens, Over 200K tokens; cached read $0.40
    Gemini 3 Flash$0.50$3per 1M tokens, Cached read $0.05
    Grok 4.7$2$6per 1M tokens, Up to 200K tokens; cached read $0.50
    Grok 4.7$4$12per 1M tokens, Over 200K tokens; cached read $1.00
    Grok 4.6$2$6per 1M tokens, Up to 200K tokens; cached read $0.50
    Grok 4.6$4$12per 1M tokens, Over 200K tokens; cached read $1.00
    Grok 4.5$2$6per 1M tokens, Up to 200K tokens; cached read $0.30
    Grok 4.5$4$12per 1M tokens, Over 200K tokens; cached read $0.60
    Grok Build 0.1$1$2per 1M tokens, Cached read $0.20
    Muse Wonder 1.0$4$20per 1M tokens, Cached read $0.20
    Muse Spark 1.3$1.25$4.25per 1M tokens, Cached read $0.15
    Muse Spark 1.2$1.25$4.25per 1M tokens, Cached read $0.15
    GPT 6 Astra$10$50per 1M tokens, Up to 272K tokens; cached read $1.00; cache write $12.50
    GPT 6 Astra$20$75per 1M tokens, Over 272K tokens; cached read $2.00; cache write $25.00
    GPT 6 Sol$2$10per 1M tokens, Up to 272K tokens; cached read $0.20; cache write $2.50
    GPT 6 Sol$4$15per 1M tokens, Over 272K tokens; cached read $0.40; cache write $5.00
    GPT 6.1 Sol$2$10per 1M tokens, Up to 272K tokens; cached read $0.20; cache write $2.50
    GPT 6.1 Sol$4$15per 1M tokens, Over 272K tokens; cached read $0.40; cache write $5.00
    GPT 6 Luna$0.10$0.50per 1M tokens, Up to 272K tokens; cached read $0.01; cache write $0.125
    GPT 6 Luna$0.20$0.75per 1M tokens, Over 272K tokens; cached read $0.02; cache write $0.25
    GPT 5.6 Sol$4$20per 1M tokens, Up to 272K tokens; cached read $0.40; cache write $5.00
    GPT 5.6 Sol$8$30per 1M tokens, Over 272K tokens; cached read $0.80; cache write $10.00
    GPT 5.6 Terra$2$12per 1M tokens, Up to 272K tokens; cached read $0.20; cache write $2.50
    GPT 5.6 Terra$4$18per 1M tokens, Over 272K tokens; cached read $0.40; cache write $5.00
    GPT 5.6 Luna$0.20$1.20per 1M tokens, Up to 272K tokens; cached read $0.02; cache write $0.25
    GPT 5.6 Luna$0.40$1.80per 1M tokens, Over 272K tokens; cached read $0.04; cache write $0.50
    GPT 5.5$5$30per 1M tokens, Up to 272K tokens; cached read $0.50
    GPT 5.5$10$45per 1M tokens, Over 272K tokens; cached read $1.00
    GPT 5.5 Pro$30$180per 1M tokens, Cached read $30.00
    GPT 5.4$2.50$15per 1M tokens, Up to 272K tokens; cached read $0.25
    GPT 5.4$5$22.50per 1M tokens, Over 272K tokens; cached read $0.50
    GPT 5.4 Pro$30$180per 1M tokens, Cached read $30.00
    GPT 5.4 Mini$0.75$4.50per 1M tokens, Cached read $0.075
    GPT 5.4 Nano$0.20$1.25per 1M tokens, Cached read $0.02
    GPT 5.3 Codex Spark$1.75$14per 1M tokens, Cached read $0.175
    GPT 5.3 Codex$1.75$14per 1M tokens, Cached read $0.175
    GPT 5.2$1.75$14per 1M tokens, Cached read $0.175
    GPT 5.2 Codex$1.75$14per 1M tokens, Cached read $0.175
    GPT 5.1$1.07$8.50per 1M tokens, Cached read $0.107
    GPT 5.1 Codex$1.07$8.50per 1M tokens, Cached read $0.107
    GPT 5.1 Codex Max$1.25$10per 1M tokens, Cached read $0.125
    GPT 5.1 Codex Mini$0.25$2per 1M tokens, Cached read $0.025
    GPT 5$1.07$8.50per 1M tokens, Cached read $0.107
    GPT 5 Codex$1.07$8.50per 1M tokens, Cached read $0.107
    GPT 5 Nano$0.05$0.40per 1M tokens, Cached read $0.005
    Big Pickle$0$0per 1M tokens, Free (page lists Free for input, output and cached read)
    GLM-5.3-Flash Free$0$0per 1M tokens, Free (page)
    DeepSeek V4.1 Flash Free$0$0per 1M tokens, Free (page)
    MiniMax M3.1 Flash Free$0$0per 1M tokens, Free (page)
    Beam Free$0$0per 1M tokens, Free (page)
    LL Alpha Free$0$0per 1M tokens, Free (page)
    LongCat 2.5 Preview Free$0$0per 1M tokens, Free (page)
    Exo Free$0$0per 1M tokens, Free (page)
    MiMo-V2.6-Flash Free$0$0per 1M tokens, Free (page)
    MiMo-V2.5 Free$0$0per 1M tokens, Free (page)
    Nemotron 3 Ultra Free$0$0per 1M tokens, Free (page)
    Nemotron 3.5 Lightning Free$0$0per 1M tokens, Free (page)
    Nemotron 3.5 Super VL Free$0$0per 1M tokens, Free (page)
    Models
    and 78 more
    Works with
    • OpenCode
    • Any coding agent (Zen docs: 'use Console with any coding agent')
    More details
    • Zero markups: the page says you pay what the model provider charges, plus the processing fee (opencode.ai/zen; opencode.ai/docs/zen: 'markup only to cover processing fees')
    • Card processing fee: 4.6% + $0.31 added to each credit purchase; the page shows '+$1.23 card processing fee' on a $20 top-up
    • Auto top-up: when the balance reaches $5, $20 is added automatically
    • Billing can be disabled at any time and the remaining balance can still be used
    • Refund may be available if the charge was made within the last 14 days and the credits from that purchase are unused
    • Gemini 4 Argon 50% discount applies through November 30, 2026
    • Mistral Large 4 is listed at 50% off
    • Rates are quoted from the Zen docs pricing table, which lists per-model input, cached read and output rates; the table's tiered models are split into one row per tier. Nine rows were re-read on a second pass of the same page and matched. The page does not state a markup percentage beyond 'zero markups'.