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MiniMax: MiniMax M3 (batch)

minimax/minimax-m3:batch

Model weights

MiniMax-M3 is a multimodal foundation model from MiniMax. It supports text, image, and video inputs with text output, a 1M-token context window, and is suited for long-horizon agentic work, coding, and tool use. It is built on MiniMax Sparse Attention (MSA), which replaces full attention with KV-block selection to cut per-token compute at long context — roughly 1/20 the cost of the previous generation at 1M tokens, with substantially faster prefill and decode while retaining quality across most tasks.

Trained as a native multimodal model on interleaved data and tuned for multi-turn, production-like collaboration via an interactive user-simulator framework, the model is oriented toward sustained, multi-step tasks rather than single-turn execution.

Modalities
In / out price
$0.224 / $0.88per 1M
Context
524K
Released
May 31, 2026

Providers

Different companies host the same model. OpenRouter routes your request to one of them based on the routing mode you pick: Balanced (price + speed), Nitro (fastest), or Floor (cheapest).

Pricing

The average price customers actually pay for this model, next to the prices providers post. Caching and discounts mean the price actually paid is often well below the listed one.

Weighted average

Input
$0/M tokens
Output
$0/M tokens
Price history
No effective price data for this selection

Performance

Throughput is how fast the model writes (tokens per second — higher is better). Latency is total round-trip time (lower is better). TTFT is time-to-first-token — how long before you see anything appear (lower is better).

AutoExacto benchmarks
GPQA DiamondTAU-BenchDeepInfra94.5%--Parasail90.7%74.6%Minimax90.6%74.1%ModelRun90.4%74.2%Together91.4%72.9%Parasail91.1%70.0%
+9 more providers

Uptime

Uptime is the percentage of the past 3 days that at least one provider was responding to requests. Availability is the percentage of time that inference was successfully served. OpenRouter continuously monitors and uses the next-best provider when one returns an error.

Not enough uptime data to display yet.

When an error occurs in an upstream provider, we can recover by routing to another healthy provider, if your request filters allow it. You can access per-provider uptime data programmatically through the Endpoints API. Learn more about our load balancing and provider routing options.

Benchmarks

Scores on standardized evaluations and this model’s own outputs on shared benchmark prompts. Higher percentages are better — and each rank shows where this model lands among the models evaluated on that source.

Benchmark score summary for MiniMax: MiniMax M3 (batch) (Artificial Analysis, Design Arena and Vals AI)
SourceBenchmarkScore
Artificial AnalysisMiniMax-M3 Intelligence Index18.9
Artificial AnalysisMiniMax-M3 Coding Index58.6
Artificial AnalysisMiniMax-M3 Agentic Index29.5
Artificial AnalysisMiniMax-M3 GPQA Diamond92.9%
Artificial AnalysisMiniMax-M3 HLE39.0%
Artificial AnalysisMiniMax-M3 IFBench82.9%
Artificial AnalysisMiniMax-M3 τ²-Bench Telecom88.9%
Artificial AnalysisMiniMax-M3 AA-LCR83.0%
Artificial AnalysisMiniMax-M3 τ-Bench Banking15.3%
Artificial AnalysisMiniMax-M3 GDPval-AA37.5%
Artificial AnalysisMiniMax-M3 CritPt3.7%
Artificial AnalysisMiniMax-M3 SciCode47.1%
Artificial AnalysisMiniMax-M3 Terminal-Bench Hard42.4%
Artificial AnalysisMiniMax-M3 Terminal-Bench 4.02.0%
Artificial AnalysisMiniMax-M3 Terminal-Bench 2.165.2%
Artificial AnalysisMiniMax-M3 AA-Omniscience Accuracy44.9%
Artificial AnalysisMiniMax-M3 AA-Omniscience Non-Hallucination Rate8.6%
Design ArenaMiniMax M3 Agents Arena Agenticgamedev Elo1116
Design ArenaMiniMax M3 Agents Arena Androidnative Elo1156
Design ArenaMiniMax M3 Agents Arena Blender3d Elo1090
Design ArenaMiniMax M3 Agents Arena Codetovideo Elo1202
Design ArenaMiniMax M3 Agents Arena Full Stack Elo1175
Design ArenaMiniMax M3 Agents Arena Htmlslides Elo1076
Design ArenaMiniMax M3 Agents Arena Mobile Apps Elo1168
Design ArenaMiniMax M3 Agents Arena Pdf Elo1264
Design ArenaMiniMax M3 Agents Arena Python-Pptxslides Elo1171
Design ArenaMiniMax M3 Agents Arena Spreadsheet Elo1159
Design ArenaMiniMax M3 Agents Arena Webapps Elo1188
Design ArenaMiniMax M3 Models Arena 3D Elo1189
Design ArenaMiniMax M3 Models Arena Asciiart Elo1149
Design ArenaMiniMax M3 Models Arena Code Categories Elo1236
Design ArenaMiniMax M3 Models Arena Data Visualization Elo1229
Design ArenaMiniMax M3 Models Arena Game Development Elo1200
Design ArenaMiniMax M3 Models Arena SVG Elo1146
Design ArenaMiniMax M3 Models Arena UI Component Elo1235
Design ArenaMiniMax M3 Models Arena Website Elo1249
Vals AIMiniMax-M3 Access to Justice Benchmark69.8%
Vals AIMiniMax-M3 Code Migration v1.120.9%
Vals AIMiniMax-M3 CorpFin v268.1%
Vals AIMiniMax-M3 CyberBench v1.165.0%
Vals AIMiniMax-M3 EMB v1.159.8%
Vals AIMiniMax-M3 Finance Agent v2.154.3%
Vals AIMiniMax-M3 Vals Finance Index48.4%
Vals AIMiniMax-M3 Financial Coaching Bench69.0%
Vals AIMiniMax-M3 GPQA Diamond92.7%
Vals AIMiniMax-M3 Harvey's Legal Agent Benchmark v14.2%
Vals AIMiniMax-M3 Immigration57.5%
Vals AIMiniMax-M3 Vals Inference Provider Index53.5%
Vals AIMiniMax-M3 LiveCodeBench82.2%
Vals AIMiniMax-M3 LegalBench85.4%
Vals AIMiniMax-M3 Legal Research Bench29.8%
Vals AIMiniMax-M3 MedCode46.3%
Vals AIMiniMax-M3 MedScribe87.3%
Vals AIMiniMax-M3 MMLU Pro84.2%
Vals AIMiniMax-M3 MMMU Pro81.2%
Vals AIMiniMax-M3 MortgageTax68.4%
Vals AIMiniMax-M3 ProofBench v1.118.0%
Vals AIMiniMax-M3 Public Benefits Bench v1.164.1%
Vals AIMiniMax-M3 SAGE85.5%
Vals AIMiniMax-M3 SkillsBench51.5%
Vals AIMiniMax-M3 SWE-bench75.0%
Vals AIMiniMax-M3 SWE-bench Multimodal33.3%
Vals AIMiniMax-M3 Tax Agent Bench20.6%
Vals AIMiniMax-M3 TaxEval v272.7%
Vals AIMiniMax-M3 Terminal-Bench 4.01.0%
Vals AIMiniMax-M3 Vals Index36.5%
Vals AIMiniMax-M3 Vals Multimodal Index60.0%
Vals AIMiniMax-M3 Vibe Code Bench 1-1009.2%
Vals AIMiniMax-M3 Vibe Code Bench v1.147.6%

Apps

Public apps that send the most traffic to this model. Good signal for what real production workloads look like — and a hint at which use cases this model is best suited for.

Not enough data for apps using this model yet.

Activity

Token volume and request traffic to this model over time.

API

Drop-in code to call this model. OpenRouter's API is OpenAI-compatible — most SDKs work by just swapping the base URL. The only thing that changes between models is the model slug below.

Not currently available through EU in-region routing. In-region routing docs

Frequently asked questions