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Open weights model

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Released June 2026

MiniMax-M3 API Provider Benchmarking & Analysis

Model Comparison

This analysis is intended to support you in choosing the best API provider of MiniMax-M3 for your use-case.

Lowest Time per Task

#1
CoreWeave (NVFP4)CoreWeave (NVFP4)
5.8 min
#2
FireworksFireworks
6.8 min
#3
Nebius (FP8)Nebius (FP8)
8.3 min
#4
SiliconFlow (FP8)SiliconFlow (FP8)
14.0 min
#5
MiniMaxMiniMax
14.2 min

Time per Intelligence Index task (minutes)

Total 10 providers

Lowest Cost per Task

#1
GMIGMI
$0.91
#2
DeepInfraDeepInfra
$1.11
#3
SiliconFlow (FP8)SiliconFlow (FP8)
$1.14
#4
ModularModular
$1.15
#5
NovitaNovita
$1.16

Cost per Intelligence Index task

Total 10 providers

MiniMax-M3 is available through 10 API providers, each offering different performance characteristics and pricing. Below is a comparison of the key metrics across providers.

  • For time per task, CoreWeave (NVFP4) (5.8 min), Fireworks (6.8 min), and Nebius (FP8) (8.3 min) finish an Intelligence Index task fastest.
  • For cost per task, GMI ($0.91), DeepInfra ($1.11), and SiliconFlow (FP8) ($1.14) are the cheapest per Intelligence Index task.
Inference time (minutes) per Intelligence Index task · Lower is better
Weighted average cost (USD) per Intelligence Index task · Lower is better

Pricing

Cost per Intelligence Index Task: MiniMax-M3

Weighted average cost (USD) per Intelligence Index task · Segmented by token type · Lower is better

Pricing: Cache Hit, Input, and Output: MiniMax-M3

Price (USD per M Tokens) · Lower is better

Output Speed vs. Cost per Task: MiniMax-M3

Output speed: output tokens divided by total request time, including time to first token · Weighted average cost (USD) per Intelligence Index task
Most attractive quadrant
Pareto line

Speed

Average of the single-request and multi-turn agentic workloads measured

Time per Intelligence Index Task: MiniMax-M3

Output tokens divided by end-to-end output speed (minutes per Intelligence Index task) · Lower is better

Latency

Average of the single-request and multi-turn agentic workloads measured

Time to First Answer Token: MiniMax-M3

Seconds until the first answer token after any reasoning · Average of the single-request and multi-turn agentic workloads measured · Lower is better

Reliability

Share of requests the endpoint failed, across all the single-request and multi-turn agentic workloads measured

Endpoint Error Rate: MiniMax-M3

Share of requests the endpoint failed with an error, a rate limit or a timeout · Across all the single-request and multi-turn agentic workloads measured · Lower is better

Caching

Cache Hit Rate: MiniMax-M3

Median across multi-turn agentic session runs in the last four weeks, updated Oct 26, 2026 · Higher is better

Cost per Task vs. Cache Hit Rate: MiniMax-M3

Weighted average cost (USD) per Intelligence Index task · Cache hit rate: median of the last four weeks, updated Oct 26, 2026
Most attractive quadrant

Key Comparison Metrics & API Features

CoreWeave logoCoreWeave
$1.48
5.8
4.08
0.0%
262k
Open
DeepInfra logoDeepInfra
$1.11
41.9
38.17
3.7%
524k
Open
Fireworks logoFireworks
$1.26
6.8
6.24
0.0%
524k
Open
GMI logoGMI
$0.91
15.3
1.75
0.0%
1M
Open
MiniMax logoMiniMax
$1.29
14.2
71.75
0.0%
512k
Open
Modular logoModular
$1.15
27.2
8.42
47.2%
1M
Open
Nebius logoNebius
$1.30
8.3
5.98
0.0%
1M
Open
Novita logoNovita
$1.16
14.6
67.74
0.0%
1M
Open
Parasail logoParasail
$1.17
15.0
6.12
12.7%
1M
Open
SiliconFlow logoSiliconFlow
$1.14
14.0
62.06
0.0%
1M
Open

Frequently Asked Questions

Common questions about MiniMax-M3 providers