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GPT-4o (batch) vs GPT-4o-mini

GPT-4o (batch)

OpenAI

71#115
vs
GPT-4o-mini

OpenAI

70#117
Signal-by-Signal Comparison
SignalGPT-4o (batch)DeltaGPT-4o-mini
Capabilities
83
+17
67
Benchmarks
72
-5
77
Pricing
95
-4
99
Context window size
81
--
81
Recency
0
--
0
Output Capacity
67
--
67
Overall Result
1 wins
of 6
2 wins
GPT-4o-mini wins 2 of 6 signals

Score History

Score History (35 data points)
GPT-4o (batch)GPT-4o-mini
GPT-4o (batch)

70.8

current score

Leader

GPT-4o (batch)

right now

GPT-4o-mini

70.4

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

GPT-4o-mini

OpenAI

Best Value
Per request$0.000450
Daily$1.50
Monthly$45.00
Annual$540.00

GPT-4o-mini saves you $330.00/month

That's $3960.00/year compared to GPT-4o (batch) at your current usage level of 100K calls/month.

88% cheaper
Choose GPT-4o-mini for cost optimization

GPT-4o (batch) pricing:
Input:$1.25/M tokens
Output:$5.00/M tokens
GPT-4o-mini pricing:
Input:$0.15/M tokens
Output:$0.60/M tokens
Winner
GPT-4o (batch)

OpenAI

71

Composite Score

GPT-4o-mini

OpenAI

70

Composite Score

Signal-by-Signal Comparison
MetricGPT-4o (batch)GPT-4o-miniWinner
Overall Score
71
70
GPT-4o (batch)
Rank#115#117
GPT-4o (batch)
Quality Rank#115#117
GPT-4o (batch)
Adoption Rank#115#117
GPT-4o (batch)
Parameters------
Context Window128K128K--
Pricing$1.25/$5.00/M$0.15/$0.60/M--
Signal Scores
Capabilities
83
67
GPT-4o (batch)
Benchmarks
72
77
GPT-4o-mini
Pricing
95
99
GPT-4o-mini
Context window size
81
81
GPT-4o (batch)
Recency
0
0
GPT-4o (batch)
Output Capacity
67
67
GPT-4o (batch)
Benchmark Head-to-Head(15 benchmarks)
GPT-4o (batch): 91 tiesGPT-4o-mini: 0
GPT-4o (batch)
GPT-4o-mini
Normalized 0-100%
MMLU
88.7%82%
MMLU-Pro
72.6%-
GPQA Diamond
53.6%40.2%
MATH-500
76.6%70.2%
HumanEval
90.2%87.2%
SWE-bench Verified
30.8%-
GSM8K
95.8%93.2%
IFEval
84.3%80.4%
BBH
83.7%80.4%
ARC-Challenge
96.4%96.4%
HellaSwag
95.3%93%
Arena Elo
12861222
LiveBench
38.3%-
BigCodeBench
51.1%-
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 71/100 (rank #115), placing it in the top 61% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GPT-4o-miniStrong Performer

Scores 70/100 (rank #117), placing it in the top 60% 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 GPT-4o (batch) when you need:

  • General-purpose tasks across coding, writing, and analysis

Choose GPT-4o-mini when you need:

  • High-volume production workloads where API costs must be minimized
Cost-Performance Analysis
GPT-4o (batch)
Input cost$1.25/M tokens
Output cost$5.00/M tokens
Cost per quality point$0.088
Est. monthly (1M tokens/day)$93.75
GPT-4o-miniBest Value
Input cost$0.15/M tokens
Output cost$0.60/M tokens
Cost per quality point$0.011
Est. monthly (1M tokens/day)$11.25

GPT-4o-mini offers 88% better value per quality point. At 1M tokens/day, you'd spend $11.25/month with GPT-4o-mini vs $93.75/month with GPT-4o (batch) - a $82.50 monthly difference.

Latency & Speed
GPT-4o (batch)Faster
Speed score0/100
GPT-4o-mini
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. GPT-4o-mini also offers lower per-token costs for high-volume support

GPT-4o (batch)

Long document analysis

Larger context window (128K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-4o (batch)

Batch data extraction

Lower output pricing ($0.60/M) reduces costs when processing thousands of records daily

GPT-4o-mini

Creative writing & content

Higher overall composite score (71/100) correlates with better nuance, coherence, and style in long-form content

GPT-4o (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:
GPT-4o (batch)

GPT-4o (batch) and GPT-4o-mini are extremely close in overall performance (only 0.3999999999999915 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

GPT-4o (batch)
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 OpenAI

  • Choose for Cost - 88% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-4o (batch)GPT-4o-mini
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)

GPT-4o (batch)

OpenAI

$8.25
estimated monthly cost

GPT-4o-mini

OpenAI

Best Value
$0.9900
estimated monthly cost

GPT-4o-mini saves you $7.26/month

That's 88% 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)GPT-4o-mini
Context Window128K128K
Max Output Tokens16,38416,384
Open SourceNoNo
CreatedMay 13, 2024Jul 18, 2024
Last updated: 41m ago

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