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MiniMax M3 (batch) vs o1-pro

MiniMax M3 (batch)

MiniMax

74#120
vs
o1-pro

OpenAI

74#121
Signal-by-Signal Comparison
SignalMiniMax M3 (batch)Deltao1-pro
Capabilities
83
--
83
Benchmarks
73
-4
77
Pricing
99
+94
5
Context window size
91
+7
84
Recency
100
+58
42
Output Capacity
20
-63
83
Overall Result
3 wins
of 6
2 wins
MiniMax M3 (batch) wins 3 of 6 signals

Score History

Score History (24 data points)
MiniMax M3 (batch)o1-pro
MiniMax M3 (batch)

74

current score

Leader

MiniMax M3 (batch)

right now

o1-pro

73.6

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

MiniMax M3 (batch)

MiniMax

Best Value
Per request$0.000450
Daily$1.50
Monthly$45.00
Annual$540.00

o1-pro

OpenAI

Per request$0.450000
Daily$1500.00
Monthly$45000.00
Annual$540000.00

MiniMax M3 (batch) saves you $44955.00/month

That's $539460.00/year compared to o1-pro at your current usage level of 100K calls/month.

100% cheaper
Choose MiniMax M3 (batch) for cost optimization

MiniMax M3 (batch) pricing:
Input:$0.15/M tokens
Output:$0.60/M tokens
o1-pro pricing:
Input:$150.00/M tokens
Output:$600.00/M tokens
Winner
MiniMax M3 (batch)

MiniMax

74

Composite Score

o1-pro

OpenAI

74

Composite Score

Signal-by-Signal Comparison
MetricMiniMax M3 (batch)o1-proWinner
Overall Score
74
74
MiniMax M3 (batch)
Rank#120#121
MiniMax M3 (batch)
Quality Rank#120#121
MiniMax M3 (batch)
Adoption Rank#120#121
MiniMax M3 (batch)
Parameters------
Context Window524K200K
MiniMax M3 (batch)
Pricing$0.15/$0.60/M$150.00/$600.00/M--
Signal Scores
Capabilities
83
83
MiniMax M3 (batch)
Benchmarks
73
77
o1-pro
Pricing
99
5
MiniMax M3 (batch)
Context window size
91
84
MiniMax M3 (batch)
Recency
100
42
MiniMax M3 (batch)
Output Capacity
20
83
o1-pro
Benchmark Head-to-Head(12 benchmarks)
MiniMax M3: 1o1-pro: 0
MiniMax M3
o1-pro
Normalized 0-100%
MMLU
-91.8%
MMLU-Pro
-80.3%
GPQA Diamond
-78%
MATH-500
-96.4%
HumanEval
-92.4%
SWE-bench Verified
-48.9%
AIME 2024
-83.3%
IFEval
-86.5%
BBH
-89%
Arena Elo
14441350
HLE
-8.12%
BigCodeBench
-32.4%
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

MiniMax M3 (batch)Strong Performer

Scores 74/100 (rank #120), placing it in the top 59% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
o1-proStrong Performer

Scores 74/100 (rank #121), placing it in the top 59% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose MiniMax M3 (batch) when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (524K token context)
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model

Choose o1-pro when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
MiniMax M3 (batch)Best Value
Input cost$0.15/M tokens
Output cost$0.60/M tokens
Cost per quality point$0.010
Est. monthly (1M tokens/day)$11.25
o1-pro
Input cost$150.00/M tokens
Output cost$600.00/M tokens
Cost per quality point$10.190
Est. monthly (1M tokens/day)$11250.00

MiniMax M3 (batch) offers 100% better value per quality point. At 1M tokens/day, you'd spend $11.25/month with MiniMax M3 (batch) vs $11250.00/month with o1-pro - a $11238.75 monthly difference.

Latency & Speed
MiniMax M3 (batch)Faster
Speed score0/100
o1-pro
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

MiniMax M3 (batch)

Customer support chatbot

Suitable for user-facing chat with competitive response times. MiniMax M3 (batch) also offers lower per-token costs for high-volume support

MiniMax M3 (batch)

Long document analysis

Larger context window (524K tokens) can process longer documents, contracts, and research papers in a single pass

MiniMax M3 (batch)

Batch data extraction

Lower output pricing ($0.60/M) reduces costs when processing thousands of records daily

MiniMax M3 (batch)

Creative writing & content

Higher overall composite score (74/100) correlates with better nuance, coherence, and style in long-form content

MiniMax M3 (batch)

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

MiniMax M3 (batch)
Which Should You Choose?
Our recommendation:
MiniMax M3 (batch)

MiniMax M3 (batch) and o1-pro are extremely close in overall performance (only 0.4000000000000057 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by MiniMax

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 100% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by OpenAI

Consider for specialized use cases.

Capability Comparison
CapabilityMiniMax M3 (batch)o1-pro
Vision (Image Input)
Function Callingdiffers
Streaming
JSON Mode
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

MiniMax M3 (batch)

MiniMax

Best Value
$0.9900
estimated monthly cost

o1-pro

OpenAI

$990.00
estimated monthly cost

MiniMax M3 (batch) saves you $989.01/month

That's 100% cheaper than o1-pro at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterMiniMax M3 (batch)o1-pro
Context Window524K200K
Max Output Tokens--100,000
Open SourceYesNo
CreatedMay 31, 2026Mar 19, 2025
Last updated: 54m ago

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MiniMax M3 (batch) vs o1-pro (2026) | LM Market Cap