API cost decision in 10 seconds

GPT-5.4 Nano vs Kimi K2 0711

Pick GPT-5.4 Nano when budget and context both matter.

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

Budget verdict

Pick GPT-5.4 Nano when budget and context both matter.

On the standard 1M input plus 500K output workload, GPT-5.4 Nano is estimated at $0.82 vs $1.72 for Kimi K2 0711, saving $0.89 (52% lower).

Cost-first pickGPT-5.4 Nano
Context-first pickGPT-5.4 Nano
Sample savings$0.8952%
10x traffic gap$8.95

GPT-5.4 Nano is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $8.95. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

GPT-5.4 Nano stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.4 NanoKimi K2 0711
Input-heavy / RAG5M input + 500K outputGPT-5.4 Nano$1.62$4
Balanced workload1M input + 1M outputGPT-5.4 Nano$1.45$2.87
Output-heavy chatbot1M input + 5M outputGPT-5.4 Nano$6.45$12.07
Cheaper input GPT-5.4 Nano $0.2 vs $0.57 / 1M

GPT-5.4 Nano is $0.37 cheaper per 1M input tokens (64.9% lower; 2.85x difference).

Cheaper output GPT-5.4 Nano $1.25 vs $2.3 / 1M

GPT-5.4 Nano is $1.05 cheaper per 1M output tokens (45.7% lower; 1.84x difference).

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-5.4 Nano $0.82 vs $1.72

GPT-5.4 Nano is $0.89 cheaper on the standard workload (52% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.4 Nano Calculating… Estimated API cost
Kimi K2 0711 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-5.4 Nano has the lower input price; GPT-5.4 Nano has the lower output price; GPT-5.4 Nano offers the larger context window. For the 1M input plus 500K output sample, GPT-5.4 Nano 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 $1.72 for Kimi K2 0711.

Best Fit

Choose GPT-5.4 Nano when you care most about lower input-token price, lower output-token price, and larger context window.

Choose Kimi K2 0711 when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Decision Notes
  • On the standard 1M input plus 500K output workload, GPT-5.4 Nano is estimated at $0.82 vs $1.72 for Kimi K2 0711, saving $0.89 (52% lower).
  • GPT-5.4 Nano is $0.89 cheaper on the standard workload (52% lower).
  • GPT-5.4 Nano is $0.37 cheaper per 1M input tokens (64.9% lower; 2.85x difference).
  • GPT-5.4 Nano is $1.05 cheaper per 1M output tokens (45.7% lower; 1.84x difference).
  • GPT-5.4 Nano has 268.93K more context (3.05x larger).
Head-to-Head Specs
FeatureGPT-5.4 Nano
(OpenAI)
Kimi K2 0711
(MoonshotAI)
Input Price
prompt tokens per 1M
$0.2$0.57
Completion Price
per 1M tokens
$1.25$2.3
Sample Workload Cost
1M input + 500K output
$0.82$1.72
Context Window400K131.07K
Release Date
Popularity#32#140

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGPT-5.4 NanoOn the standard 1M input plus 500K output workload, GPT-5.4 Nano is estimated at $0.82 vs $1.72 for Kimi K2 0711, saving $0.89 (52% lower).
High-volume input processingGPT-5.4 NanoLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsGPT-5.4 NanoLower 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 (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.
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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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MoonshotAI 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...

Kimi K2 0711

Kimi K2 Instruct is a large-scale Mixture-of-Experts (MoE) language model developed by Moonshot AI, featuring 1 trillion total parameters with 32 billion active per forward pass. It is optimized for...