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GPT-5 Nano vs gpt-oss-120b (batch)

GPT-5 Nano

OpenAI

62#203
vs
Signal-by-Signal Comparison
SignalGPT-5 NanoDeltagpt-oss-120b (batch)
Capabilities
100
+33
67
Benchmarks
58
-2
60
Pricing
100
+0
99
Context window size
89
+8
81
Recency
62
+0
61
Output Capacity
82
+1
81
Overall Result
5 wins
of 6
1 wins
GPT-5 Nano wins 5 of 6 signals

Score History

Score History (28 data points)
GPT-5 Nanogpt-oss-120b (batch)
GPT-5 Nano

61.9

current score

Leader

GPT-5 Nano

right now

gpt-oss-120b (batch)

61.6

current score

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

GPT-5 Nano

OpenAI

Best Value
Per request$0.000250
Daily$0.83
Monthly$25.00
Annual$300.00

gpt-oss-120b (batch)

OpenAI

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

GPT-5 Nano saves you $20.00/month

That's $240.00/year compared to gpt-oss-120b (batch) at your current usage level of 100K calls/month.

44% cheaper
Choose GPT-5 Nano for cost optimization

GPT-5 Nano pricing:
Input:$0.05/M tokens
Output:$0.40/M tokens
gpt-oss-120b (batch) pricing:
Input:$0.15/M tokens
Output:$0.60/M tokens
Winner
GPT-5 Nano

OpenAI

62

Composite Score

gpt-oss-120b (batch)

OpenAI

62

Composite Score

Signal-by-Signal Comparison
MetricGPT-5 Nanogpt-oss-120b (batch)Winner
Overall Score
62
62
GPT-5 Nano
Rank#203#205
GPT-5 Nano
Quality Rank#203#205
GPT-5 Nano
Adoption Rank#203#205
GPT-5 Nano
Parameters--120B--
Context Window400K131K
GPT-5 Nano
Pricing$0.05/$0.40/M$0.15/$0.60/M--
Signal Scores
Capabilities
100
67
GPT-5 Nano
Benchmarks
58
60
gpt-oss-120b (batch)
Pricing
100
99
GPT-5 Nano
Context window size
89
81
GPT-5 Nano
Recency
62
61
GPT-5 Nano
Output Capacity
82
81
GPT-5 Nano
Benchmark Head-to-Head(1 benchmarks)
GPT-5 Nano: 0gpt-oss-120b (batch): 1
GPT-5 Nano
gpt-oss-120b (batch)
Normalized 0-100%
Arena Elo
13371352
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-5 NanoCompetitive

Scores 62/100 (rank #203), placing it in the top 30% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
gpt-oss-120b (batch)Competitive

Scores 62/100 (rank #205), placing it in the top 30% 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-5 Nano when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (400K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving

Choose gpt-oss-120b (batch) when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
GPT-5 NanoBest Value
Input cost$0.05/M tokens
Output cost$0.40/M tokens
Cost per quality point$0.007
Est. monthly (1M tokens/day)$6.75
gpt-oss-120b (batch)
Input cost$0.15/M tokens
Output cost$0.60/M tokens
Cost per quality point$0.012
Est. monthly (1M tokens/day)$11.25

GPT-5 Nano offers 40% better value per quality point. At 1M tokens/day, you'd spend $6.75/month with GPT-5 Nano vs $11.25/month with gpt-oss-120b (batch) - a $4.50 monthly difference.

Latency & Speed
GPT-5 NanoFaster
Speed score0/100
gpt-oss-120b (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-5 Nano

Customer support chatbot

Suitable for user-facing chat with competitive response times. GPT-5 Nano also offers lower per-token costs for high-volume support

GPT-5 Nano

Long document analysis

Larger context window (400K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5 Nano

Batch data extraction

Lower output pricing ($0.40/M) reduces costs when processing thousands of records daily

GPT-5 Nano

Creative writing & content

Higher overall composite score (62/100) correlates with better nuance, coherence, and style in long-form content

GPT-5 Nano

Image understanding & OCR

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

GPT-5 Nano
Which Should You Choose?
Our recommendation:
GPT-5 Nano

GPT-5 Nano and gpt-oss-120b (batch) are extremely close in overall performance (only 0.29999999999999716 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

GPT-5 Nano
Recommended

by OpenAI

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 40% lower pricing; better value at scale
  • 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

Consider for specialized use cases.

Capability Comparison
CapabilityGPT-5 Nanogpt-oss-120b (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-5 Nano

OpenAI

Best Value
$0.5700
estimated monthly cost

gpt-oss-120b (batch)

OpenAI

$0.9900
estimated monthly cost

GPT-5 Nano saves you $0.4200/month

That's 42% cheaper than gpt-oss-120b (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-5 Nanogpt-oss-120b (batch)
Context Window400K131K
Max Output Tokens128,000117,964
Open SourceNoYes
CreatedAug 7, 2025Aug 5, 2025
Last updated: 37m ago

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GPT-5 Nano vs gpt-oss-120b (batch) (2026) | LM Market Cap