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o4 Mini vs R1 0528

o4 Mini

OpenAI

81#77
vs
R1 0528

DeepSeek

79#88
Signal-by-Signal Comparison
Signalo4 MiniDeltaR1 0528
Capabilities
100
+33
67
Benchmarks
85
+4
81
Pricing
96
-2
98
Context window size
84
+1
83
Recency
38
-8
45
Output Capacity
80
+8
72
Overall Result
4 wins
of 6
2 wins
o4 Mini wins 4 of 6 signals

Score History

Score History (32 data points)
o4 MiniR1 0528
o4 Mini

81.4

current score

Leader

o4 Mini

right now

R1 0528

79.4

current score

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

o4 Mini

OpenAI

Per request$0.003300
Daily$11.00
Monthly$330.00
Annual$3960.00

R1 0528

DeepSeek

Best Value
Per request$0.001575
Daily$5.25
Monthly$157.50
Annual$1890.00

R1 0528 saves you $172.50/month

That's $2070.00/year compared to o4 Mini at your current usage level of 100K calls/month.

52% cheaper
Choose R1 0528 for cost optimization

o4 Mini pricing:
Input:$1.10/M tokens
Output:$4.40/M tokens
R1 0528 pricing:
Input:$0.50/M tokens
Output:$2.15/M tokens
Winner
o4 Mini

OpenAI

81

Composite Score

R1 0528

DeepSeek

79

Composite Score

Signal-by-Signal Comparison
Metrico4 MiniR1 0528Winner
Overall Score
81
79
o4 Mini
Rank#77#88
o4 Mini
Quality Rank#77#88
o4 Mini
Adoption Rank#77#88
o4 Mini
Parameters------
Context Window200K164K
o4 Mini
Pricing$1.10/$4.40/M$0.50/$2.15/M--
Signal Scores
Capabilities
100
67
o4 Mini
Benchmarks
85
81
o4 Mini
Pricing
96
98
R1 0528
Context window size
84
83
o4 Mini
Recency
38
45
R1 0528
Output Capacity
80
72
o4 Mini
Benchmark Head-to-Head(12 benchmarks)
o4 Mini: 61 tiesR1 0528: 2
o4 Mini
R1 0528
Normalized 0-100%
MMLU
-91.5%
MMLU-Pro
83%83.4%
GPQA Diamond
81.4%76%
MATH-500
97.3%97.8%
HumanEval
95%-
SWE-bench Verified
68.1%57.6%
AIME 2024
93.4%84%
IFEval
90%85.5%
BBH
90.5%86.5%
Arena Elo
13801380
LiveBench
72%69.5%
HLE
18.08%-
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.

o4 MiniStrong Performer

Scores 81/100 (rank #77), placing it in the top 74% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
R1 0528Strong Performer

Scores 79/100 (rank #88), placing it in the top 70% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 2-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 o4 Mini when you need:

  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose R1 0528 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
o4 Mini
Input cost$1.10/M tokens
Output cost$4.40/M tokens
Cost per quality point$0.068
Est. monthly (1M tokens/day)$82.50
R1 0528Best Value
Input cost$0.50/M tokens
Output cost$2.15/M tokens
Cost per quality point$0.033
Est. monthly (1M tokens/day)$39.75

R1 0528 offers 52% better value per quality point. At 1M tokens/day, you'd spend $39.75/month with R1 0528 vs $82.50/month with o4 Mini - a $42.75 monthly difference.

Latency & Speed
o4 MiniFaster
Speed score0/100
R1 0528
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

o4 Mini

Customer support chatbot

Suitable for user-facing chat with competitive response times. R1 0528 also offers lower per-token costs for high-volume support

o4 Mini

Long document analysis

Larger context window (200K tokens) can process longer documents, contracts, and research papers in a single pass

o4 Mini

Batch data extraction

Lower output pricing ($2.15/M) reduces costs when processing thousands of records daily

R1 0528

Creative writing & content

Higher overall composite score (81/100) correlates with better nuance, coherence, and style in long-form content

o4 Mini

Image understanding & OCR

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

o4 Mini
Which Should You Choose?
Our recommendation:
o4 Mini

o4 Mini and R1 0528 are extremely close in overall performance (only 2 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

o4 Mini
Recommended

by OpenAI

  • 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 DeepSeek

  • Choose for Cost - 52% lower pricing; better value at scale
Capability Comparison
Capabilityo4 MiniR1 0528
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)

o4 Mini

OpenAI

$7.26
estimated monthly cost

R1 0528

DeepSeek

Best Value
$3.48
estimated monthly cost

R1 0528 saves you $3.78/month

That's 52% cheaper than o4 Mini 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
Parametero4 MiniR1 0528
Context Window200K164K
Max Output Tokens100,00032,768
Open SourceNoYes
CreatedApr 16, 2025May 28, 2025
Last updated: 5m ago

相关对比

o4 Mini vs R1 0528 (2026) | LM Market Cap