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GPT-4 vs GPT-4.1 Nano (batch)

GPT-4

OpenAI

60#173
vs
Signal-by-Signal Comparison
SignalGPT-4DeltaGPT-4.1 Nano (batch)
Capabilities
50
-33
83
Benchmarks
61
-10
70
Pricing
40
-60
100
Context window size
62
-33
96
Recency
0
-33
33
Output Capacity
58
-14
72
Overall Result
0 wins
of 6
6 wins
GPT-4.1 Nano (batch) wins 6 of 6 signals

Score History

Score History (35 data points)
GPT-4GPT-4.1 Nano (batch)
GPT-4

60

current score

Leader

GPT-4

right now

GPT-4.1 Nano (batch)

58.9

current score

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

GPT-4

OpenAI

Per request$0.060000
Daily$200.00
Monthly$6000.00
Annual$72000.00

GPT-4.1 Nano (batch)

OpenAI

Best Value
Per request$0.000150
Daily$0.50
Monthly$15.00
Annual$180.00

GPT-4.1 Nano (batch) saves you $5985.00/month

That's $71820.00/year compared to GPT-4 at your current usage level of 100K calls/month.

100% cheaper
Choose GPT-4.1 Nano (batch) for cost optimization

GPT-4 pricing:
Input:$30.00/M tokens
Output:$60.00/M tokens
GPT-4.1 Nano (batch) pricing:
Input:$0.05/M tokens
Output:$0.20/M tokens
Winner
GPT-4

OpenAI

60

Composite Score

GPT-4.1 Nano (batch)

OpenAI

59

Composite Score

Signal-by-Signal Comparison
MetricGPT-4GPT-4.1 Nano (batch)Winner
Overall Score
60
59
GPT-4
Rank#173#175
GPT-4
Quality Rank#173#175
GPT-4
Adoption Rank#173#175
GPT-4
Parameters------
Context Window8K1048K
GPT-4.1 Nano (batch)
Pricing$30.00/$60.00/M$0.05/$0.20/M--
Signal Scores
Capabilities
50
83
GPT-4.1 Nano (batch)
Benchmarks
61
70
GPT-4.1 Nano (batch)
Pricing
40
100
GPT-4.1 Nano (batch)
Context window size
62
96
GPT-4.1 Nano (batch)
Recency
0
33
GPT-4.1 Nano (batch)
Output Capacity
58
72
GPT-4.1 Nano (batch)
Benchmark Head-to-Head(12 benchmarks)
GPT-4: 1GPT-4.1 Nano: 1
GPT-4
GPT-4.1 Nano
Normalized 0-100%
MMLU
-89.2%
MMLU-Pro
-81.8%
GPQA Diamond
-56%
MATH-500
-78.5%
HumanEval
88.4%91.5%
SWE-bench Verified
-54.6%
IFEval
-88.2%
BBH
-84%
Arena Elo
-1300
LiveBench
-64.5%
HLE
-5.4%
BigCodeBench
46%31.8%
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-4Competitive

Scores 60/100 (rank #173), placing it in the top 41% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GPT-4.1 Nano (batch)Competitive

Scores 59/100 (rank #175), placing it in the top 40% 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 GPT-4 when you need:

  • Budget-friendly applications with moderate quality requirements

Choose GPT-4.1 Nano (batch) when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (1048K token context)
  • Multimodal workflows that require image understanding
Cost-Performance Analysis
GPT-4
Input cost$30.00/M tokens
Output cost$60.00/M tokens
Cost per quality point$1.500
Est. monthly (1M tokens/day)$1350.00
GPT-4.1 Nano (batch)Best Value
Input cost$0.05/M tokens
Output cost$0.20/M tokens
Cost per quality point$0.004
Est. monthly (1M tokens/day)$3.75

GPT-4.1 Nano (batch) offers 100% better value per quality point. At 1M tokens/day, you'd spend $3.75/month with GPT-4.1 Nano (batch) vs $1350.00/month with GPT-4 - a $1346.25 monthly difference.

Latency & Speed
GPT-4Faster
Speed score0/100
GPT-4.1 Nano (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-4

Customer support chatbot

Suitable for user-facing chat with competitive response times. GPT-4.1 Nano (batch) also offers lower per-token costs for high-volume support

GPT-4

Long document analysis

Larger context window (1048K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-4.1 Nano (batch)

Batch data extraction

Lower output pricing ($0.20/M) reduces costs when processing thousands of records daily

GPT-4.1 Nano (batch)

Creative writing & content

Higher overall composite score (60/100) correlates with better nuance, coherence, and style in long-form content

GPT-4

Image understanding & OCR

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

GPT-4.1 Nano (batch)
Which Should You Choose?
Our recommendation:
GPT-4

GPT-4 and GPT-4.1 Nano (batch) are extremely close in overall performance (only 1.1000000000000014 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

GPT-4
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 - 100% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-4GPT-4.1 Nano (batch)
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)

GPT-4

OpenAI

$126.00
estimated monthly cost

GPT-4.1 Nano (batch)

OpenAI

Best Value
$0.3300
estimated monthly cost

GPT-4.1 Nano (batch) saves you $125.67/month

That's 100% cheaper than GPT-4 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-4GPT-4.1 Nano (batch)
Context Window8K1.0M
Max Output Tokens4,09632,768
Open SourceNoNo
CreatedMay 28, 2023Apr 14, 2025
Last updated: 47m ago

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