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Claude Opus 4.7 vs MiniMax M3

Claude Opus 4.7

Anthropic

95#5
vs
MiniMax M3

MiniMax

74#90
Signal-by-Signal Comparison
SignalClaude Opus 4.7DeltaMiniMax M3
Capabilities
100
+17
83
Benchmarks
93
+21
73
Pricing
75
-24
99
Context window size
86
0
86
Recency
100
--
100
Output Capacity
85
-10
95
Overall Result
2 wins
of 6
3 wins
MiniMax M3 wins 3 of 6 signals

Score History

Score History (15 data points)
Claude Opus 4.7MiniMax M3
Claude Opus 4.7

94.7

current score

Leader

Claude Opus 4.7

right now

MiniMax M3

73.9

current score

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

Claude Opus 4.7

Anthropic

Per request$0.017500
Daily$58.33
Monthly$1750.00
Annual$21000.00

MiniMax M3

MiniMax

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

MiniMax M3 saves you $1660.00/month

That's $19920.00/year compared to Claude Opus 4.7 at your current usage level of 100K calls/month.

95% cheaper
Choose MiniMax M3 for cost optimization

Claude Opus 4.7 pricing:
Input:$5.00/M tokens
Output:$25.00/M tokens
MiniMax M3 pricing:
Input:$0.30/M tokens
Output:$1.20/M tokens
Winner
Claude Opus 4.7

Anthropic

95

Composite Score

MiniMax M3

MiniMax

74

Composite Score

Signal-by-Signal Comparison
MetricClaude Opus 4.7MiniMax M3Winner
Overall Score
95
74
Claude Opus 4.7
Rank#5#90
Claude Opus 4.7
Quality Rank#5#90
Claude Opus 4.7
Adoption Rank#5#90
Claude Opus 4.7
Parameters------
Context Window1000K1049K
MiniMax M3
Pricing$5.00/$25.00/M$0.30/$1.20/M--
Signal Scores
Capabilities
100
83
Claude Opus 4.7
Benchmarks
93
73
Claude Opus 4.7
Pricing
75
99
MiniMax M3
Context window size
86
86
MiniMax M3
Recency
100
100
Claude Opus 4.7
Output Capacity
85
95
MiniMax M3
Benchmark Head-to-Head(4 benchmarks)
Claude Opus: 1MiniMax M3: 0
Claude Opus
MiniMax M3
Normalized 0-100%
GPQA Diamond
94.2%-
SWE-bench Verified
87.6%-
Arena Elo
14911445
HLE
46.9%-
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.

Claude Opus 4.7Elite Tier

Scores 95/100 (rank #5), placing it in the top 99% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
MiniMax M3Strong Performer

Scores 74/100 (rank #90), placing it in the top 69% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

Claude Opus 4.7 has a 21-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose Claude Opus 4.7 when you need:

  • Step-by-step reasoning and chain-of-thought problem solving

Choose MiniMax M3 when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Claude Opus 4.7
Input cost$5.00/M tokens
Output cost$25.00/M tokens
Cost per quality point$0.317
Est. monthly (1M tokens/day)$450.00
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

MiniMax M3 offers 95% better value per quality point. At 1M tokens/day, you'd spend $22.50/month with MiniMax M3 vs $450.00/month with Claude Opus 4.7 - a $427.50 monthly difference.

Latency & Speed
Claude Opus 4.7Faster
Speed score0/100
MiniMax M3
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

Claude Opus 4.7

Customer support chatbot

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

Claude Opus 4.7

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 (95/100) correlates with better nuance, coherence, and style in long-form content

Claude Opus 4.7

Image understanding & OCR

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

Claude Opus 4.7
Which Should You Choose?
Our recommendation:
Claude Opus 4.7

Claude Opus 4.7 clearly outperforms MiniMax M3 with a significant 20.799999999999997-point lead. For most general use cases, Claude Opus 4.7 is the stronger choice. However, MiniMax M3 may still excel in niche scenarios.

Claude Opus 4.7
Recommended

by Anthropic

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • 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 MiniMax

  • Choose for Cost - 95% lower pricing; better value at scale
Capability Comparison
CapabilityClaude Opus 4.7MiniMax M3
Vision (Image Input)
Function Calling
Streaming
JSON Mode
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Claude Opus 4.7

Anthropic

$39.00
estimated monthly cost

MiniMax M3

MiniMax

Best Value
$1.98
estimated monthly cost

MiniMax M3 saves you $37.02/month

That's 95% cheaper than Claude Opus 4.7 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
ParameterClaude Opus 4.7MiniMax M3
Context Window1M1.0M
Max Output Tokens128,000512,000
Open SourceNoYes
CreatedApr 16, 2026May 31, 2026
Last updated: 11m ago

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Claude Opus 4.7 vs MiniMax M3 (2026) | LM Market Cap