API cost decision in 10 seconds

GPT-5.4 Pro vs Nova Premier 1.0

Pick Nova Premier 1.0 for lower cost; pick GPT-5.4 Pro only if the larger context window matters more.

Pricing data updated:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Nova Premier 1.0 for lower cost; pick GPT-5.4 Pro only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Nova Premier 1.0 is estimated at $8.75 vs $120 for GPT-5.4 Pro, saving $111.25 (92.7% lower).

Cost-first pickNova Premier 1.0
Context-first pickGPT-5.4 Pro
Sample savings$111.2592.7%
10x traffic gap$1112.5

GPT-5.4 Pro has more context, but Nova Premier 1.0 saves $111.25 on the standard workload. At 10x that traffic, the same price gap is about $1112.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Nova Premier 1.0 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.4 ProNova Premier 1.0
Input-heavy / RAG5M input + 500K outputNova Premier 1.0$240$18.75
Balanced workload1M input + 1M outputNova Premier 1.0$210$15
Output-heavy chatbot1M input + 5M outputNova Premier 1.0$930$65
Cheaper input Nova Premier 1.0 $30 vs $2.5 / 1M

Nova Premier 1.0 is $27.5 cheaper per 1M input tokens (91.7% lower; 12x difference).

Cheaper output Nova Premier 1.0 $180 vs $12.5 / 1M

Nova Premier 1.0 is $167.5 cheaper per 1M output tokens (93.1% lower; 14.4x difference).

Larger context GPT-5.4 Pro 1.05M vs 1M

GPT-5.4 Pro has 50K more context (1.05x larger).

Sample workload Nova Premier 1.0 $120 vs $8.75

Nova Premier 1.0 is $111.25 cheaper on the standard workload (92.7% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.4 Pro Calculating… Estimated API cost
Nova Premier 1.0 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

Nova Premier 1.0 has the lower input price; Nova Premier 1.0 has the lower output price; GPT-5.4 Pro offers the larger context window. For the 1M input plus 500K output sample, Nova Premier 1.0 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $120 for GPT-5.4 Pro and $8.75 for Nova Premier 1.0.

Best Fit

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

Choose Nova Premier 1.0 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, Nova Premier 1.0 is estimated at $8.75 vs $120 for GPT-5.4 Pro, saving $111.25 (92.7% lower).
  • Nova Premier 1.0 is $111.25 cheaper on the standard workload (92.7% lower).
  • Nova Premier 1.0 is $27.5 cheaper per 1M input tokens (91.7% lower; 12x difference).
  • Nova Premier 1.0 is $167.5 cheaper per 1M output tokens (93.1% lower; 14.4x difference).
  • GPT-5.4 Pro has 50K more context (1.05x larger).
Head-to-Head Specs
FeatureGPT-5.4 Pro
(OpenAI)
Nova Premier 1.0
(Amazon)
Input Price
prompt tokens per 1M
$30$2.5
Completion Price
per 1M tokens
$180$12.5
Sample Workload Cost
1M input + 500K output
$120$8.75
Context Window1.05M1M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionNova Premier 1.0On the standard 1M input plus 500K output workload, Nova Premier 1.0 is estimated at $8.75 vs $120 for GPT-5.4 Pro, saving $111.25 (92.7% lower).
High-volume input processingNova Premier 1.0Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsNova Premier 1.0Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.4 ProA 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 Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.4 Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.4 Pro when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.4 Pro when lower sample workload cost matters most: $0.13.
Larger context near this budget
Popular competitors
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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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Amazon catalog

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GPT-5.4 Pro

GPT-5.4 Pro is OpenAI's most advanced model, building on GPT-5.4's unified architecture with enhanced reasoning capabilities for complex, high-stakes tasks. It features a 1M+ token context window (922K input, 128K...

Nova Premier 1.0

Amazon Nova Premier is the most capable of Amazon’s multimodal models for complex reasoning tasks and for use as the best teacher for distilling custom models.