GPT-6 AstravsMiniMax-M3

Both language models, compared at each maker’s own API list prices. Every figure links to its source.

Compare at your usage

Every model priced for the same request
Prompt per request
Cache hits
Batch
Service tier

8,000 tokens in, 2,000 out

GPT-6 Astra on OpenAI APIMiniMax-M3 on MiniMax API
Rate appliedBase rateBase rate
Inputper 1M tokens$10.00 $0.30
Cache readper 1M tokens$1.00 $0.060
Outputper 1M tokens$50.00 $1.20
Cost per request$0.18$0.0048
Per 1,000 requests$180.00$4.80

Every model is priced for the same request at its maker’s own list prices (each with its source and date), so bold marks the cheapest. A model that can’t serve the request is named, not ranked; a condition its seller doesn’t price says which rate was used.

Cost per request as prompts grow

2K tokens out, list price on each maker’s API. GPT-6 Astra charges $20.00 / $75.00 above 272K tokens. MiniMax-M3 charges $0.60 / $2.40 above 512K tokens. A line ends at the model’s context window.

0$2.00$4.00$6.000500K1Mprompt tokens per request272K512K8KGPT-6 Astra$0.18 at 8KMiniMax-M3$0.0048 at 8K
  • GPT-6 Astra · OpenAI API
  • MiniMax-M3 · MiniMax API

Where each stands among all scored models

Each line runs from the lowest to the highest score on the board; the tick is the median.

Epoch Capabilities Index#1 vs #67 of 118MiniMax-M3: 147.6GPT-6 Astra: 169.1LMArena Text#29 vs #64 of 163MiniMax-M3: 1,439GPT-6 Astra: 1,476LMArena Text · Coding#9 vs #59 of 163MiniMax-M3: 1,495GPT-6 Astra: 1,542LMArena Vision#26 vs #42 of 89MiniMax-M3: 1,251GPT-6 Astra: 1,280
  • GPT-6 Astra
  • MiniMax-M3

Key differences

InputMaker’s official API · global · USD
$10.00 / 1M tokens OpenAI API pricing · as of Nov 2, 2026
$0.30 / 1M tokens Pricing Overview - MiniMax API Docs · as of Nov 1, 2026
OutputMaker’s official API · global · USD
$50.00 / 1M tokens OpenAI API pricing · as of Nov 2, 2026
$1.20 / 1M tokens Pricing Overview - MiniMax API Docs · as of Nov 1, 2026
Context
1,050,000 GPT-6 Astra model · as of Nov 5, 2026
1,000,000 MiniMax models · as of Nov 1, 2026
Max output
128,000 GPT-6 Astra model · as of Nov 5, 2026
512,000 MiniMax Text API OpenAI · as of Nov 5, 2026
Input modalities
Text, Image GPT-6 Astra model · as of Nov 5, 2026
Text, Image, Video Anthropic SDK · as of Nov 1, 2026
Cache readMaker’s official API · global · USD
$1.00 / 1M tokens OpenAI API pricing · as of Nov 2, 2026
$0.060 / 1M tokens Pricing Overview - MiniMax API Docs · as of Nov 1, 2026

These differences use verified vendor specifications or each maker’s official API on the same region, currency, meter and billing conditions. Different conditions remain side by side in the full table; they do not establish which model is cheaper. Declared features describe support, not measured quality or a recommendation. Missing evidence does not mean a feature is unsupported.

Full comparison

GPT-6 Astra OpenAI MiniMax-M3 MiniMax
Overview
ReleasedSep 3, 2026 Jun 1, 2026
Open weights— Yes
Knowledge cutoffApr 2026 Not stated
Specs
Context1.05M 1M
Max input922K Not stated
Max output128K 512K
Input modalitiesText, Image Text, Image, Video
Output modalitiesText Text
ReasoningYes Yes
Reasoning effortslow, medium, high, xhigh, max Not stated
Reasoning can be off— Yes
Tool useYes Yes
Structured outputYes Not stated
Pricing · per 1M tokens
Input price$10.00Also priced under other conditions: Batch, Flex tier, Fast tier, Prompts over 272K tokens, Ultrafast tier $0.30Also priced under other conditions: Prompts over 512K tokens, Priority tier
Output price$50.00Also priced under other conditions: Batch, Flex tier, Fast tier, Prompts over 272K tokens, Ultrafast tier $1.20Also priced under other conditions: Prompts over 512K tokens, Priority tier
Cache read price$1.00Also priced under other conditions: Batch, Flex tier, Fast tier, Prompts over 272K tokens, Ultrafast tier $0.060Also priced under other conditions: Prompts over 512K tokens, Priority tier
Cache write price$12.50Also priced under other conditions: 30-minute cache, 12-hour cache, Prompts over 272K tokens, Batch, Flex tier, Fast tier, Ultrafast tier —
Blended price (3 input : 1 output)$20.00 $0.525
Pricing under conditions · per 1M tokens
Input price, long prompts$20.00Prompts over 272K tokens $0.60Prompts over 512K tokens
Output price, long prompts$75.00Prompts over 272K tokens $2.40Prompts over 512K tokens
Batch input price$5.00Batch Not offered
Batch output price$25.00Batch Not offered
Flex tier input price$5.00Flex tier Not offered
Flex tier output price$25.00Flex tier Not offered
Priority tier input priceNot offered $0.45Priority tier
Priority tier output priceNot offered $1.80Priority tier
Cited scores
Epoch Capabilities Index169.1 147.6
LMArena Text1,476 max effort1,439
LMArena Text · Coding1,542 max effort1,495
LMArena Vision1,280 max effort1,251
LMArena Text · Chinese1,515 max effort1,472
Epoch AI · GPQA Diamond95.8% max effort90.9%
Epoch AI · FrontierMath Tiers 1–393.7% max effort—

Headline prices may come from different channels, regions or tiers. Check each source before choosing a model; missing facts stay blank.

Model details and sources

Cited scores