API cost decision in 10 seconds

GPT-5.4 Nano vs gpt-oss-20b (free)

Pick gpt-oss-20b (free) for lower cost; pick GPT-5.4 Nano only if the larger context window matters more.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick gpt-oss-20b (free) for lower cost; pick GPT-5.4 Nano only if the larger context window matters more.

On the standard 1M input plus 500K output workload, gpt-oss-20b (free) is estimated at $0 vs $0.82 for GPT-5.4 Nano, saving $0.82 (100% lower).

Cost-first pickgpt-oss-20b (free)
Context-first pickGPT-5.4 Nano
Sample savings$0.82100%
10x traffic gap$8.25

GPT-5.4 Nano has more context, but gpt-oss-20b (free) saves $0.82 on the standard workload. At 10x that traffic, the same price gap is about $8.25. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

gpt-oss-20b (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.4 Nanogpt-oss-20b (free)
Input-heavy / RAG5M input + 500K outputgpt-oss-20b (free)$1.62$0
Balanced workload1M input + 1M outputgpt-oss-20b (free)$1.45$0
Output-heavy chatbot1M input + 5M outputgpt-oss-20b (free)$6.45$0
Cheaper input gpt-oss-20b (free) $0.2 vs $0 / 1M

gpt-oss-20b (free) is free for input tokens while GPT-5.4 Nano costs $0.2 per 1M tokens.

Cheaper output gpt-oss-20b (free) $1.25 vs $0 / 1M

gpt-oss-20b (free) is free for output tokens while GPT-5.4 Nano costs $1.25 per 1M tokens.

Larger context GPT-5.4 Nano 400K vs 131.07K

GPT-5.4 Nano has 268.93K more context (3.05x larger).

Sample workload gpt-oss-20b (free) $0.82 vs $0

gpt-oss-20b (free) is free for the standard workload while the other model is estimated at $0.82.

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.4 Nano Calculating… Estimated API cost
gpt-oss-20b (free) Calculating… Estimated API cost
Cheaper for this workload Calculating… Difference: calculating…

This estimate uses normalized public API pricing per 1M tokens. It is a planning aid, not a billing quote. Verify provider pricing, limits, and terms before production use.

Quick Decision

Verdict

gpt-oss-20b (free) has the lower input price; gpt-oss-20b (free) has the lower output price; GPT-5.4 Nano offers the larger context window. For the 1M input plus 500K output sample, gpt-oss-20b (free) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0.82 for GPT-5.4 Nano and $0 for gpt-oss-20b (free).

Best Fit

Choose GPT-5.4 Nano when you care most about larger context window.

Choose gpt-oss-20b (free) when you care most about lower input-token price, and lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, gpt-oss-20b (free) is estimated at $0 vs $0.82 for GPT-5.4 Nano, saving $0.82 (100% lower).
  • gpt-oss-20b (free) is free for the standard workload while the other model is estimated at $0.82.
  • gpt-oss-20b (free) is free for input tokens while GPT-5.4 Nano costs $0.2 per 1M tokens.
  • gpt-oss-20b (free) is free for output tokens while GPT-5.4 Nano costs $1.25 per 1M tokens.
  • GPT-5.4 Nano has 268.93K more context (3.05x larger).
Head-to-Head Specs
FeatureGPT-5.4 Nano
(OpenAI)
gpt-oss-20b (free)
(OpenAI)
Input Price
prompt tokens per 1M
$0.2$0
Completion Price
per 1M tokens
$1.25$0
Sample Workload Cost
1M input + 500K output
$0.82$0
Context Window400K131.07K
Release Date
Popularity#32#72

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productiongpt-oss-20b (free)On the standard 1M input plus 500K output workload, gpt-oss-20b (free) is estimated at $0 vs $0.82 for GPT-5.4 Nano, saving $0.82 (100% lower).
High-volume input processinggpt-oss-20b (free)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsgpt-oss-20b (free)Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.4 NanoA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • gpt-oss-120b (free) can replace GPT-5.4 Nano when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.4 Nano when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.4 Nano when lower sample workload cost matters most: $0.13.
  • gpt-oss-safeguard-20b can replace GPT-5.4 Nano when lower sample workload cost matters most: $0.22.
Larger context near this budget

Cheaper alternatives

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Larger context alternatives

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Provider catalogs

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OpenAI catalog

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GPT-5.4 Nano

GPT-5.4 nano is the most lightweight and cost-efficient variant of the GPT-5.4 family, optimized for speed-critical and high-volume tasks. It supports text and image inputs and is designed for low-latency...

gpt-oss-20b (free)

gpt-oss-20b is an open-weight 21B parameter model released by OpenAI under the Apache 2.0 license. It uses a Mixture-of-Experts (MoE) architecture with 3.6B active parameters per forward pass, optimized for...