TechLogHub Data · verified November 8, 2026

LLM API Pricing Compared

What the OpenAI API, Anthropic Claude, Google Gemini, Mistral and xAI Grok charge per million tokens for their current flagship, mid-size and small models, plus OpenAI speech-to-text per minute. Every figure was read on the vendor's own pricing page and links back to it.

Prices change often. Verified on November 8, 2026. Always confirm on the linked source page before budgeting; vendors rename, deprecate and reprice models without notice.

Price per 1M tokens (USD)

Standard / on-demand tier, short-context rates. Grouped by provider, ordered flagship → small.

ProviderModelTierInputCached inputOutputContextSource
OpenAI
gpt-6-astra
Most capable OpenAI model. Prompt-cache writes billed separately ($12.50 30-min, $25 12-hour per 1M).
Flagship$10.00$1.00$50.001.05MPricing
OpenAI
gpt-6.1-sol
Near-flagship performance at lower cost.
Mid$2.00$0.10$10.001.05MPricing
OpenAI
gpt-6.1-terra
Fast, efficient general model.
Mid$1.00$0.05$5.001.05MPricing
OpenAI
gpt-6-luna
Most efficient OpenAI model for high-volume tasks.
Small$0.10$0.01$0.501.05MPricing
Anthropic
Claude Fable 5.1
For demanding reasoning and long-horizon agentic work. Full 1M context at standard pricing.
Flagship$10.00$0.25$50.001MPricing
Anthropic
Claude Opus 5.5
Anthropic's recommended starting model for most workloads. Full 1M context at standard pricing.
Flagship$4.00$0.20$20.001MPricing
Anthropic
Claude Sonnet 5.5
Balance of speed and intelligence.
Mid$2.00$0.10$10.001MPricing
Anthropic
Claude Haiku 5.5
Prices shown for prompts up to 100K tokens; prompts over 100K cost $0.50 in / $2.50 out.
Small$0.10$0.01$0.501MPricing
Google
gemini-3.1-pro-preview
Preview model. Prices for prompts up to 200K tokens; over 200K: $4 in / $18 out / $0.40 cached.
Flagship$2.00$0.20$12.00See model docsPricing
Google
gemini-3.5-flash
Google's model page marks this ID deprecated and routed to gemini-3.6-flash; check the models page before building on it.
Mid$1.50$0.15$9.001,048,576Pricing
Google
gemini-3.1-flash-lite
Text/image/video input price; audio input is $0.50.
Small$0.25$0.025$1.50See model docsPricing
Mistral
Mistral Large
Current version listed in the docs is Mistral Large 4 (open weights). Batch is 50% off; cached input up to 90% off per the pricing page.
Flagship$0.50—$1.50See model docsPricing
xAI
grok-4.7
Requests of 200K+ tokens bill all tokens at $4 in / $12 out / $1 cached.
Flagship$2.00$0.50$6.00500KPricing
xAI
grok-4.3
Requests of 200K+ tokens: $2.50 in / $5 out / $0.40 cached.
Mid$1.25$0.20$2.501MPricing
xAI
grok-build-0.1
Requests of 200K+ tokens: $2 in / $4 out / $0.40 cached.
Small$1.00$0.20$2.00256KPricing

Monthly cost calculator

Enter your average tokens per request and monthly volume. Results are sorted cheapest first.

Standard-tier list prices, short-context rates. Excludes batch discounts, cache-write fees, long-context surcharges, taxes and tool/search fees. Models without a published cached rate use the full input price.

ModelPer requestPer month
OpenAI gpt-6-luna$0.00045$45
Anthropic Claude Haiku 5.5$0.00045$45
Google gemini-3.1-flash-lite$0.00125$125
Mistral Mistral Large$0.00175$175
xAI grok-build-0.1$0.00300$300
xAI grok-4.3$0.00375$375
OpenAI gpt-6.1-terra$0.00450$450
xAI grok-4.7$0.00700$700
Google gemini-3.5-flash$0.00750$750
OpenAI gpt-6.1-sol$0.00900$900
Anthropic Claude Sonnet 5.5$0.00900$900
Google gemini-3.1-pro-preview$0.01000$1,000
Anthropic Claude Opus 5.5$0.01800$1,800
OpenAI gpt-6-astra$0.04500$4,500
Anthropic Claude Fable 5.1$0.04500$4,500

OpenAI Whisper and speech-to-text pricing

OpenAI's estimated cost per audio minute from the transcription section of its pricing page. The legacy whisper-1 model was not on the price list we read; gpt-realtime-whisper is the Whisper-branded live model.

ModelUse casePer minutePer hourNotes
gpt-transcribeFile transcription$0.0045$0.27High-accuracy speech-to-text for file and Realtime input.
gpt-4o-transcribeFile transcription$0.006$0.36Token-billed ($2.50 in / $10 out per 1M); per-minute figure is OpenAI's estimate.
gpt-4o-mini-transcribeFile transcription$0.003$0.18Token-billed ($1.25 in / $5 out per 1M); per-minute figure is OpenAI's estimate.
gpt-realtime-whisperLive transcription$0.017$1.02Whisper-branded live transcription model on the current price list.
gpt-live-transcribeLive transcription$0.017$1.02Live transcription.

DeepSeek (priced in CNY)

DeepSeek's English pricing page did not render its table for us, so these are the peak-hour CNY prices from its Chinese docs page, per 1M tokens. Off-peak prices are half. We do not convert currencies; they are left out of the USD calculator.

ModelContext / max outputInput (cache hit)Input (cache miss)OutputSource
deepseek-flash
DeepSeek-V4.1-Flash-1017
1M / 384K¥0.04¥2¥8Pricing
deepseek-v4-pro
DeepSeek-V4-Pro-0813
1M / 384K¥0.3¥9¥27Pricing

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Methodology

On November 8, 2026we opened each vendor's official API pricing page and recorded the Standard (on-demand) list price per 1M input, cached-input and output tokens for the current flagship, mid-size and small text models. Context windows come from the vendor's model documentation; where we could not confirm one it says "See model docs". Where a vendor prices by prompt length (Gemini 3.1 Pro over 200K tokens, xAI at 200K+, Claude Haiku 5.5 over 100K), the table shows the short-prompt rate and the note gives the long-prompt rate. Mistral appears with the single model its public pricing page prices; DeepSeek appears in CNY only. Batch, flex and priority tiers, fine-tuning, image, embeddings and tool fees are excluded. No figures come from third-party aggregators.

LLM API pricing: FAQ

Quick answers to common questions

How much does the OpenAI API cost per 1M tokens?

On 2026-11-08, OpenAI's Standard-tier list prices per 1M tokens were: gpt-6-astra $10 input / $50 output, gpt-6.1-sol $2 / $10, gpt-6.1-terra $1 / $5 and gpt-6-luna $0.10 / $0.50. Cached input is billed at a lower rate. Check developers.openai.com/api/docs/pricing for current numbers.

How much does the ChatGPT API cost for a typical app?

Multiply tokens per request by requests per month. For example, 100,000 requests a month at 2,000 input and 500 output tokens is 200M input and 50M output tokens: on gpt-6.1-terra ($1 / $5 per 1M) that is $200 + $250 = $450 a month before caching or batch discounts. Use the calculator on this page with your own numbers.

How much does OpenAI Whisper / speech-to-text cost?

OpenAI's current price list shows gpt-transcribe at an estimated $0.0045 per minute, gpt-4o-transcribe at $0.006 per minute and gpt-4o-mini-transcribe at $0.003 per minute for file transcription. The Whisper-branded live model, gpt-realtime-whisper, is listed at $0.017 per minute.

Which LLM API is cheapest?

Among the models in this table, the lowest list prices are the small tiers: gpt-6-luna and Claude Haiku 5.5 (under 100K-token prompts) at $0.10 input / $0.50 output per 1M tokens, followed by gemini-3.1-flash-lite at $0.25 / $1.50. DeepSeek publishes low CNY prices. The cheapest model for you depends on quality: test on your own prompts before switching.

Why do my real API bills differ from list prices?

List prices exclude several things: output tokens from reasoning, cache-write fees, long-context surcharges (Gemini 3.1 Pro over 200K tokens, xAI at 200K+, Claude Haiku 5.5 over 100K), regional or data-residency uplifts, tool calls such as web search, and taxes. Batch APIs and prompt caching can reduce costs substantially.

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