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GPT-4o (batch) vs o3 Mini (batch)

GPT-4o (batch)

OpenAI

72#102
vs
o3 Mini (batch)

OpenAI

74#101
Signal-by-Signal Comparison
SignalGPT-4o (batch)Deltao3 Mini (batch)
Capabilities
83
--
83
Benchmarks
74
-14
88
Pricing
95
-3
98
Context window size
81
-3
84
Recency
0
-17
17
Output Capacity
67
-12
80
Overall Result
0 wins
of 6
5 wins
o3 Mini (batch) wins 5 of 6 signals

Score History

Score History (12 data points)
GPT-4o (batch)o3 Mini (batch)
GPT-4o (batch)

72

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)

GPT-4o (batch)

OpenAI

Per request$0.003750
Daily$12.50
Monthly$375.00
Annual$4500.00

o3 Mini (batch)

OpenAI

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

o3 Mini (batch) saves you $210.00/month

That's $2520.00/year compared to GPT-4o (batch) at your current usage level of 100K calls/month.

56% cheaper
Choose o3 Mini (batch) for cost optimization

GPT-4o (batch) pricing:
Input:$1.25/M tokens
Output:$5.00/M tokens
o3 Mini (batch) pricing:
Input:$0.55/M tokens
Output:$2.20/M tokens
GPT-4o (batch)

OpenAI

72

Composite Score

Winner
o3 Mini (batch)

OpenAI

74

Composite Score

Signal-by-Signal Comparison
MetricGPT-4o (batch)o3 Mini (batch)Winner
Overall Score
72
74
o3 Mini (batch)
Rank#102#101
o3 Mini (batch)
Quality Rank#102#101
o3 Mini (batch)
Adoption Rank#102#101
o3 Mini (batch)
Parameters------
Context Window128K200K
o3 Mini (batch)
Pricing$1.25/$5.00/M$0.55/$2.20/M--
Signal Scores
Capabilities
83
83
GPT-4o (batch)
Benchmarks
74
88
o3 Mini (batch)
Pricing
95
98
o3 Mini (batch)
Context window size
81
84
o3 Mini (batch)
Recency
0
17
o3 Mini (batch)
Output Capacity
67
80
o3 Mini (batch)
Benchmark Head-to-Head(17 benchmarks)
GPT-4o (batch): 2o3 Mini: 8
GPT-4o (batch)
o3 Mini
Normalized 0-100%
MMLU
88.7%86.9%
MMLU-Pro
72.6%82.5%
GPQA Diamond
53.6%79.7%
MATH-500
76.6%97.9%
HumanEval
90.2%-
SWE-bench Verified
30.8%49.3%
AIME 2024
-87.3%
GSM8K
95.8%-
IFEval
84.3%90.2%
BBH
83.7%88.5%
ARC-Challenge
96.4%-
HellaSwag
95.3%-
Arena Elo
12861371
LiveBench
64.3%71.5%
HLE
-20.3%
BigCodeBench
51.1%33.1%
SimpleQA
38.2%-
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.

GPT-4o (batch)Strong Performer

Scores 72/100 (rank #102), placing it in the top 65% of all 290 models tracked.

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

Scores 74/100 (rank #101), placing it in the top 66% 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 GPT-4o (batch) when you need:

  • Multimodal workflows that require image understanding

Choose o3 Mini (batch) when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (200K token context)
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
GPT-4o (batch)
Input cost$1.25/M tokens
Output cost$5.00/M tokens
Cost per quality point$0.087
Est. monthly (1M tokens/day)$93.75
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 56% better value per quality point. At 1M tokens/day, you'd spend $41.25/month with o3 Mini (batch) vs $93.75/month with GPT-4o (batch) - a $52.50 monthly difference.

Latency & Speed
GPT-4o (batch)Faster
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

GPT-4o (batch)

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

GPT-4o (batch)

Long document analysis

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

o3 Mini (batch)

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

GPT-4o (batch)
Which Should You Choose?
Our recommendation:
o3 Mini (batch)

GPT-4o (batch) and o3 Mini (batch) are extremely close in overall performance (only 2.299999999999997 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 - 56% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-4o (batch)o3 Mini (batch)
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-4o (batch)

OpenAI

$8.25
estimated monthly cost

o3 Mini (batch)

OpenAI

Best Value
$3.63
estimated monthly cost

o3 Mini (batch) saves you $4.62/month

That's 56% cheaper than GPT-4o (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
ParameterGPT-4o (batch)o3 Mini (batch)
Context Window128K200K
Max Output Tokens16,384100,000
Open SourceNoNo
CreatedMay 13, 2024Jan 31, 2025
Last updated: 37m ago

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