Compute Comparison
MiniMax/MiniMax M3FrontierReasoningPartial

minimax-m3

long-contextreasoningchatmultilingual
minimax-m3 Pricing per 1M tokens
Input$0.800
Output$2.40
Cached input$0.400
View MiniMax
Context Window
1.0M
tokens
minimax-m3 Max Output
16K
tokens
minimax-m3 Throughput
130
tokens/sec
minimax-m3 Latency P50
340ms
time to first token
About minimax-m3Editorial

MiniMax M3 is MiniMax's flagship model, succeeding the M2.7 series with substantially improved reasoning capability, vision support, and a 1M-token context window. M3 introduces chain-of-thought reasoning to the MiniMax lineup for the first time, achieving an intelligence score of approximately 84/100 — placing it in the upper frontier tier. M3 represents MiniMax's most capable model to date.

MiniMax M3 is priced at $0.80 per million input tokens and $2.40 per million output tokens, with prompt caching at $0.40/1M — making it one of the most cost-effective frontier-tier reasoning models available. At 1,000 input + 500 output tokens per call, it costs approximately $0.0020 per 1,000 API calls — significantly cheaper than comparable frontier-tier reasoning models. Throughput is approximately 130 tokens per second with a median TTFT of 340ms — fast for a reasoning model. The 1M-token context window is among the largest available at this price point.

MiniMax M3 supports vision inputs, function calling, streaming, JSON schema output, and audio input. Its benchmark scores reflect strong frontier-tier performance across reasoning, coding, and multimodal tasks. The chain-of-thought reasoning approach improves performance on multi-step math, complex coding, and agentic tasks compared to M2.7. Prompt caching and audio input support make it suitable for voice-enabled and multi-turn applications.

MiniMax M3 is best suited to cost-sensitive teams requiring frontier-tier reasoning capability, long-context processing, or multilingual support. Its $0.80/1M input price makes it one of the most affordable frontier reasoning models available — significantly cheaper than comparable reasoning models from other providers. For teams building agentic workflows, RAG pipelines, or long-document analysis tools where cost scales with usage, M3's combination of frontier-tier intelligence and budget-friendly pricing is compelling. Audio input support enables voice-to-text-to-reasoning pipelines without additional transcription costs.

MiniMax M3 sits above MiniMax M2.7 ($0.30/1M input, intelligenceScore 75, no reasoning) and MiniMax M1 ($0.30/1M input, intelligenceScore 74, reasoning) in the MiniMax lineup. Its main competitors are frontier-tier reasoning models from OpenAI and efficient-tier models from Google, all priced differently. M3's combination of frontier-tier intelligence score (84) and sub-$1/1M input pricing is unusual in the market. Its intelligence score of approximately 84/100 reflects genuine frontier-tier performance validated across multiple benchmark categories.

minimax-m3 Intelligence Score
84/100
84

Composite quality score based on reasoning, coding, and instruction-following benchmarks.

minimax-m3 Pricing vs Frontier Tier
CheapestThis modelMost expensive
$0.200$0.800$150.00

Input price vs 135 frontier models tracked. Avg: $5.69/1M.

Benchmark Scores4 categories

Industry-standard benchmarks grouped by capability. Higher is better. Hover a row for benchmark description.

Reasoningavg 60
HLE (Humanity's Last Exam)12/100
GPQA Diamond65/100
MMLU91/100
LiveBench73/100
Codingavg 66
Coding (HumanEval / SWE composite)80/100
SWE-bench Verified52/100
Agenticavg 58
BrowseComp (Web Browsing)58/100
Multimodalavg 82
Multimodal (composite)77/100
MMMU74/100
ChartQA86/100
DocVQA91/100
HLEHumanity's Last Exam
GPQAGraduate-level science Q&A
SWE-benchReal GitHub issues (agentic coding)
OSWorldGUI task completion on real desktop
BrowseCompComplex web research via agentic browsing
MMMUMultimodal college-level reasoning
ChartQAChart and figure understanding
DocVQADocument visual question answering
minimax-m3 Capabilities
Vision / Images✓
Function Calling✓
Streaming✓
Prompt Caching✓
Reasoning / CoT✓
Open Weights✗
Computer Use✗
Web Search✗
minimax-m3 Full Specifications
Model IDminimax-m3
ProviderMiniMax
Model FamilyMiniMax M3
TierFrontier
Context Window1,000,000 tokens (1.0M)
Max Output Tokens16,384 tokens
Input Price$0.8 / 1M tokens
Output Price$2.4 / 1M tokens
Cached Input Price$0.4 / 1M tokens
Throughput130 tokens/sec
Latency (P50)340ms
Intelligence Score84/100
LiveBench Score73/100
Cost per Task (LiveBench)—
Data ConfidencePartial
HLE Score12/100
GPQA Diamond65/100
SWE-bench Score52/100
OSWorld Score—
BrowseComp Score58/100
Terminal-Bench Score—
AutoBench Score—
Parameters—
Vision SupportYes
Function CallingYes
StreamingYes
Reasoning ModelYes
Open WeightsNo
Data SourceStatic (verified)
Last Updated2026-08-19

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minimax-m3 Frequently Asked Questions