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MiniMax-M3 vs Step 3.7 Flash: The Ultimate Performance & Pricing Comparison

Deep dive into reasoning, benchmarks, and latency insights.

The Final Verdict in the MiniMax-M3 vs Step 3.7 Flash Showdown

The current catalog does not contain complete performance evidence for both models, so this page does not declare an overall winner. Use the available fields as comparison signals and validate the models on your own workload.

Model Snapshot

Key decision metrics at a glance.

MiniMax-M3Step 3.7 Flash
6.0
Reasoning
6.0
6.0
Coding
4.0
4.0
Multimodal
3.0
6.0
Long Context
4.0
$0.525
Blended Price / 1M tokens
$0.438
P95 Latency
104.413
Tokens per second
120.093

Machine-readable comparison data

ModelMetricValueUnitSource / snapshot
MiniMax-M3Reasoning6.0benchmark or capability scoreArtificial Analysis · current catalog
Step 3.7 FlashReasoning6.0benchmark or capability scoreArtificial Analysis · current catalog
MiniMax-M3Coding6.0benchmark or capability scoreArtificial Analysis · current catalog
Step 3.7 FlashCoding4.0benchmark or capability scoreArtificial Analysis · current catalog
MiniMax-M3Multimodal4.0benchmark or capability scoreArtificial Analysis · current catalog
Step 3.7 FlashMultimodal3.0benchmark or capability scoreArtificial Analysis · current catalog
MiniMax-M3Long Context6.0benchmark or capability scoreArtificial Analysis · current catalog
Step 3.7 FlashLong Context4.0benchmark or capability scoreArtificial Analysis · current catalog
MiniMax-M3Blended Price / 1M tokens$0.525USD per 1M tokensArtificial Analysis · current catalog
Step 3.7 FlashBlended Price / 1M tokens$0.438USD per 1M tokensArtificial Analysis · current catalog
MiniMax-M3P95 LatencymillisecondsArtificial Analysis · current catalog
Step 3.7 FlashP95 LatencymillisecondsArtificial Analysis · current catalog
MiniMax-M3Tokens per second104.413tokens per secondArtificial Analysis · current catalog
Step 3.7 FlashTokens per second120.093tokens per secondArtificial Analysis · current catalog

Data provided by Artificial Analysis; live values use the current catalog.

Overall Capabilities

This radar chart visually maps the core capabilities (reasoning, coding, math proxy, multimodal, long context) of `MiniMax-M3` vs `Step 3.7 Flash`.

IntelligenceCodingMathMultimodalLong Context
MiniMax-M3Step 3.7 Flash

Benchmark Breakdown

This grouped bar chart provides a side-by-side comparison for each benchmark metric.

MiniMax-M3Step 3.7 Flash

Speed & Latency

Lower time to first token is better; higher tokens per second is better.

Time to First Token · MiniMax-M3
1172ms
Time to First Token · Step 3.7 Flash
1662ms
Tokens per Second · MiniMax-M3
104.413
Tokens per Second · Step 3.7 Flash
120.093
Head to the playground to validate these results yourself

The Economics of MiniMax-M3 vs Step 3.7 Flash

Pricing Breakdown

Compare input and output pricing in USD per 1M tokens.

MiniMax-M3Step 3.7 Flash

Real-World Cost Scenario

Per run: 1M input tokens + 250k output tokens

MiniMax-M3$0.6

Step 3.7 Flash$0.487

Step 3.7 Flash costs $0.112 less per run

Review the complete pricing and packaging strategy

Your Questions about the MiniMax-M3 vs Step 3.7 Flash Comparison

Is `MiniMax-M3` a direct replacement for `Step 3.7 Flash`?

The current MiniMax-M3 vs Step 3.7 Flash data does not establish a universal replacement. Compare the available metrics, then validate quality, latency, reliability, and cost on your own workload.

For coding, which is better in the `MiniMax-M3 vs Step 3.7 Flash` debate?

The benchmark data in our MiniMax-M3 vs Step 3.7 Flash comparison shows MiniMax-M3 has a clear advantage, scoring 58.6 on LiveCodeBench versus 39.6.

How was this `MiniMax-M3 vs Step 3.7 Flash` comparison conducted?

Our MiniMax-M3 vs Step 3.7 Flash comparison uses published benchmark, pricing, speed, and latency fields provided by Artificial Analysis. Missing values remain unavailable, and the result should be checked against your workload.