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MiniMax M3 vs o3 Mini High (batch)

MiniMax M3

MiniMax

74#131
vs
Signal-by-Signal Comparison
SignalMiniMax M3Deltao3 Mini High (batch)
Capabilities
83
--
83
Benchmarks
73
-16
88
Pricing
99
+1
98
Context window size
96
+11
84
Recency
100
+66
34
Output Capacity
95
+12
83
Overall Result
4 wins
of 6
1 wins
MiniMax M3 wins 4 of 6 signals

Score History

Score History (10 data points)
MiniMax M3o3 Mini High (batch)
MiniMax M3

74.3

current score

Leader

Tied

right now

o3 Mini High (batch)

74.3

current score

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

MiniMax M3

MiniMax

Best Value
Per request$0.000900
Daily$3.00
Monthly$90.00
Annual$1080.00

o3 Mini High (batch)

OpenAI

Per request$0.001650
Daily$5.50
Monthly$165.00
Annual$1980.00

MiniMax M3 saves you $75.00/month

That's $900.00/year compared to o3 Mini High (batch) at your current usage level of 100K calls/month.

45% cheaper
Choose MiniMax M3 for cost optimization

MiniMax M3 pricing:
Input:$0.30/M tokens
Output:$1.20/M tokens
o3 Mini High (batch) pricing:
Input:$0.55/M tokens
Output:$2.20/M tokens
Tie
MiniMax M3

MiniMax

74

Composite Score

Tie
o3 Mini High (batch)

OpenAI

74

Composite Score

Signal-by-Signal Comparison
MetricMiniMax M3o3 Mini High (batch)Winner
Overall Score
74
74
--
Rank#131#132
MiniMax M3
Quality Rank#131#132
MiniMax M3
Adoption Rank#131#132
MiniMax M3
Parameters------
Context Window1049K200K
MiniMax M3
Pricing$0.30/$1.20/M$0.55/$2.20/M--
Signal Scores
Capabilities
83
83
MiniMax M3
Benchmarks
73
88
o3 Mini High (batch)
Pricing
99
98
MiniMax M3
Context window size
96
84
MiniMax M3
Recency
100
34
MiniMax M3
Output Capacity
95
83
MiniMax M3
Benchmark Head-to-Head(12 benchmarks)
MiniMax M3: 1o3 Mini: 0
MiniMax M3
o3 Mini
Normalized 0-100%
MMLU
-92.3%
MMLU-Pro
-85.8%
GPQA Diamond
-87.7%
MATH-500
-99%
HumanEval
-97%
SWE-bench Verified
-71.7%
AIME 2024
-96.7%
IFEval
-92%
BBH
-93%
Arena Elo
14451415
LiveBench
-74.8%
HLE
-30.1%
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 M3Strong Performer

Scores 74/100 (rank #131), placing it in the top 55% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
o3 Mini High (batch)Strong Performer

Scores 74/100 (rank #132), placing it in the top 55% 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 when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (1049K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model

Choose o3 Mini High (batch) when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
MiniMax M3Best Value
Input cost$0.30/M tokens
Output cost$1.20/M tokens
Cost per quality point$0.020
Est. monthly (1M tokens/day)$22.50
o3 Mini High (batch)
Input cost$0.55/M tokens
Output cost$2.20/M tokens
Cost per quality point$0.037
Est. monthly (1M tokens/day)$41.25

MiniMax M3 offers 45% better value per quality point. At 1M tokens/day, you'd spend $22.50/month with MiniMax M3 vs $41.25/month with o3 Mini High (batch) - a $18.75 monthly difference.

Latency & Speed
MiniMax M3Faster
Speed score0/100
o3 Mini High (batch)
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

Customer support chatbot

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

MiniMax M3

Long document analysis

Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass

MiniMax M3

Batch data extraction

Lower output pricing ($1.20/M) reduces costs when processing thousands of records daily

MiniMax M3

Creative writing & content

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

MiniMax M3

Image understanding & OCR

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

MiniMax M3
Which Should You Choose?
Our recommendation:
MiniMax M3

MiniMax M3 and o3 Mini High (batch) are extremely close in overall performance (only 0 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

MiniMax M3
Recommended

by MiniMax

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 45% 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 M3o3 Mini High (batch)
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

MiniMax M3

MiniMax

Best Value
$1.98
estimated monthly cost

o3 Mini High (batch)

OpenAI

$3.63
estimated monthly cost

MiniMax M3 saves you $1.65/month

That's 45% cheaper than o3 Mini High (batch) 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 M3o3 Mini High (batch)
Context Window1.0M200K
Max Output Tokens512,000100,000
Open SourceYesNo
CreatedMay 31, 2026Feb 12, 2025
Last updated: 22m ago

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