Skip to content

o1-pro vs o3 Mini (batch)

o1-pro

OpenAI

74#110
vs
o3 Mini (batch)

OpenAI

74#108
Signal-by-Signal Comparison
Signalo1-proDeltao3 Mini (batch)
Capabilities
83
--
83
Benchmarks
77
-12
88
Pricing
5
-93
98
Context window size
84
--
84
Recency
28
+9
19
Output Capacity
80
--
80
Overall Result
1 wins
of 6
2 wins
o3 Mini (batch) wins 2 of 6 signals

Score History

Score History (35 data points)
o1-proo3 Mini (batch)
o1-pro

73.6

current score

Leader

o3 Mini (batch)

right now

o3 Mini (batch)

74.3

current score

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

o1-pro

OpenAI

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

o3 Mini (batch)

OpenAI

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

o3 Mini (batch) saves you $44835.00/month

That's $538020.00/year compared to o1-pro at your current usage level of 100K calls/month.

100% cheaper
Choose o3 Mini (batch) for cost optimization

o1-pro pricing:
Input:$150.00/M tokens
Output:$600.00/M tokens
o3 Mini (batch) pricing:
Input:$0.55/M tokens
Output:$2.20/M tokens
o1-pro

OpenAI

74

Composite Score

Winner
o3 Mini (batch)

OpenAI

74

Composite Score

Signal-by-Signal Comparison
Metrico1-proo3 Mini (batch)Winner
Overall Score
74
74
o3 Mini (batch)
Rank#110#108
o3 Mini (batch)
Quality Rank#110#108
o3 Mini (batch)
Adoption Rank#110#108
o3 Mini (batch)
Parameters------
Context Window200K200K--
Pricing$150.00/$600.00/M$0.55/$2.20/M--
Signal Scores
Capabilities
83
83
o1-pro
Benchmarks
77
88
o3 Mini (batch)
Pricing
5
98
o3 Mini (batch)
Context window size
84
84
o1-pro
Recency
28
19
o1-pro
Output Capacity
80
80
o1-pro
Benchmark Head-to-Head(13 benchmarks)
o1-pro: 2o3 Mini: 9
o1-pro
o3 Mini
Normalized 0-100%
MMLU
91.8%86.9%
MMLU-Pro
80.3%82.5%
GPQA Diamond
78%79.7%
MATH-500
96.4%97.9%
HumanEval
92.4%-
SWE-bench Verified
48.9%49.3%
AIME 2024
83.3%87.3%
IFEval
86.5%90.2%
BBH
89%88.5%
Arena Elo
13501371
LiveBench
-71.5%
HLE
8.12%20.3%
BigCodeBench
32.4%33.1%
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.

o1-proStrong Performer

Scores 74/100 (rank #110), placing it in the top 62% of all 290 models tracked.

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

Scores 74/100 (rank #108), placing it in the top 63% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 1-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 o1-pro when you need:

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

Choose o3 Mini (batch) when you need:

  • High-volume production workloads where API costs must be minimized
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
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
o3 Mini (batch)Best Value
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

o3 Mini (batch) offers 100% better value per quality point. At 1M tokens/day, you'd spend $41.25/month with o3 Mini (batch) vs $11250.00/month with o1-pro - a $11208.75 monthly difference.

Latency & Speed
o1-proFaster
Speed score0/100
o3 Mini (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

o1-pro

Customer support chatbot

Suitable for user-facing chat with competitive response times. o3 Mini (batch) also offers lower per-token costs for high-volume support

o1-pro

Long document analysis

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

o1-pro

Batch data extraction

Lower output pricing ($2.20/M) reduces costs when processing thousands of records daily

o3 Mini (batch)

Creative writing & content

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

o3 Mini (batch)

Image understanding & OCR

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

o1-pro
Which Should You Choose?
Our recommendation:
o3 Mini (batch)

o1-pro and o3 Mini (batch) are extremely close in overall performance (only 0.7000000000000028 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

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
o3 Mini (batch)
Recommended

by OpenAI

  • Choose for Cost - 100% lower pricing; better value at scale
Capability Comparison
Capabilityo1-proo3 Mini (batch)
Vision (Image Input)differs
Function Callingdiffers
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

o1-pro

OpenAI

$990.00
estimated monthly cost

o3 Mini (batch)

OpenAI

Best Value
$3.63
estimated monthly cost

o3 Mini (batch) saves you $986.37/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
Parametero1-proo3 Mini (batch)
Context Window200K200K
Max Output Tokens100,000100,000
Open SourceNoNo
CreatedMar 19, 2025Jan 31, 2025
Last updated: 4m ago

Related comparisons

o1-pro vs o3 Mini (batch) (2026) | LM Market Cap