How much inference does $1 buy?

AI APIs and subscriptions ranked by tokens per dollar, at each vendor's own prices. Value vs API shows how many dollars of pay-as-you-go usage each dollar gets you.

Most tokens per $1
5M tokens / $1
OpenAI API · GPT-6 Luna
Best frontier-model deal
≈4.44M tokens / $1
Google AI Ultra 20x · Gemini 3.1 Pro
Best frontier pay-as-you-go
250K tokens / $1
Claude Batch API · Claude Opus 5.5
#
1
Google AI Ultra 20xSubscriptionest.
$199.99/mo · ≈889M tokens/mo
Gemini 3.1 Pro · Frontier
Gemini 3.1 Pro
Frontier
≈4.44M tokens≈20× API value≈20×
2
Claude Max 20xSubscriptionest.
$200/mo · ≈750M tokens/mo
Claude Opus 5.5 · Frontier
Claude Opus 5.5
Frontier
≈3.75M tokens≈30× API value≈30×
3
Google AI ProSubscriptionest.
$19.99/mo · ≈44.4M tokens/mo
Gemini 3.1 Pro · Frontier
Gemini 3.1 Pro
Frontier
≈2.22M tokens≈10× API value≈10×
4
Google AI UltraSubscriptionest.
$99.99/mo · ≈222M tokens/mo
Gemini 3.1 Pro · Frontier
Gemini 3.1 Pro
Frontier
≈2.22M tokens≈10× API value≈10×
5
ChatGPT Pro ($200)Subscriptionest.
$200/mo · ≈444M tokens/mo
GPT-5.5 · Frontier
GPT-5.5
Frontier
≈2.22M tokens≈25× API value≈25×
6
Claude Max 5xSubscriptionest.
$100/mo · ≈188M tokens/mo
Claude Opus 5.5 · Frontier
Claude Opus 5.5
Frontier
≈1.88M tokens≈15× API value≈15×
7
Claude ProSubscriptionest.
$20/mo · ≈37.5M tokens/mo
Claude Opus 5.5 · Frontier
Claude Opus 5.5
Frontier
≈1.88M tokens≈15× API value≈15×
8
ChatGPT Pro ($100)Subscriptionest.
$100/mo · ≈111M tokens/mo
GPT-5.5 · Frontier
GPT-5.5
Frontier
≈1.11M tokens≈12× API value≈12×
9
ChatGPT PlusSubscriptionest.
$20/mo · ≈22.2M tokens/mo
GPT-5.5 · Frontier
GPT-5.5
Frontier
≈1.11M tokens≈12× API value≈12×
10
$2 in · $10 out per 1M tokens
Claude Opus 5.5 · Frontier
Claude Opus 5.5
Frontier
250K tokens2.0× API value2.0×
11
$2 in · $12 out per 1M tokens
Gemini 3.1 Pro · Frontier
Gemini 3.1 Pro
Frontier
222K tokens1.0× API value1.0×
12
$4 in · $20 out per 1M tokens
Claude Opus 5.5 · Frontier
Claude Opus 5.5
Frontier
125K tokens1.0× API value1.0×
13
$5 in · $30 out per 1M tokens
GPT-5.5 · Frontier
GPT-5.5
Frontier
88.9K tokens1.0× API value1.0×
14
$10 in · $50 out per 1M tokens
Claude Fable 5.1 · Frontier
Claude Fable 5.1
Frontier
50K tokens1.0× API value1.0×
15
$10 in · $50 out per 1M tokens
GPT-6 Astra · Frontier
GPT-6 Astra
Frontier
50K tokens1.0× API value1.0×

Tokens are blended at 3 input : 1 output. Subscription allowances are not published as token counts, so rows marked est. use estimates. How the numbers work →