API cost decision in 10 seconds

GPT-5.1-Codex vs Nova Premier 1.0

Pick GPT-5.1-Codex for lower cost; pick Nova Premier 1.0 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 GPT-5.1-Codex for lower cost; pick Nova Premier 1.0 only if the larger context window matters more.

On the standard 1M input plus 500K output workload, GPT-5.1-Codex is estimated at $6.25 vs $8.75 for Nova Premier 1.0, saving $2.5 (28.6% lower).

Cost-first pickGPT-5.1-Codex
Context-first pickNova Premier 1.0
Sample savings$2.528.6%
10x traffic gap$25

Nova Premier 1.0 has more context, but GPT-5.1-Codex saves $2.5 on the standard workload. At 10x that traffic, the same price gap is about $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-5.1-Codex stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.1-CodexNova Premier 1.0
Input-heavy / RAG5M input + 500K outputGPT-5.1-Codex$11.25$18.75
Balanced workload1M input + 1M outputGPT-5.1-Codex$11.25$15
Output-heavy chatbot1M input + 5M outputGPT-5.1-Codex$51.25$65
Cheaper input GPT-5.1-Codex $1.25 vs $2.5 / 1M

GPT-5.1-Codex is $1.25 cheaper per 1M input tokens (50% lower; 2x difference).

Cheaper output GPT-5.1-Codex $10 vs $12.5 / 1M

GPT-5.1-Codex is $2.5 cheaper per 1M output tokens (20% lower; 1.25x difference).

Larger context Nova Premier 1.0 400K vs 1M

Nova Premier 1.0 has 600K more context (2.5x larger).

Sample workload GPT-5.1-Codex $6.25 vs $8.75

GPT-5.1-Codex is $2.5 cheaper on the standard workload (28.6% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.1-Codex 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

GPT-5.1-Codex has the lower input price; GPT-5.1-Codex has the lower output price; Nova Premier 1.0 offers the larger context window. For the 1M input plus 500K output sample, GPT-5.1-Codex is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $6.25 for GPT-5.1-Codex and $8.75 for Nova Premier 1.0.

Best Fit

Choose GPT-5.1-Codex when you care most about lower input-token price, and lower output-token price.

Choose Nova Premier 1.0 when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, GPT-5.1-Codex is estimated at $6.25 vs $8.75 for Nova Premier 1.0, saving $2.5 (28.6% lower).
  • GPT-5.1-Codex is $2.5 cheaper on the standard workload (28.6% lower).
  • GPT-5.1-Codex is $1.25 cheaper per 1M input tokens (50% lower; 2x difference).
  • GPT-5.1-Codex is $2.5 cheaper per 1M output tokens (20% lower; 1.25x difference).
  • Nova Premier 1.0 has 600K more context (2.5x larger).
Head-to-Head Specs
FeatureGPT-5.1-Codex
(OpenAI)
Nova Premier 1.0
(Amazon)
Input Price
prompt tokens per 1M
$1.25$2.5
Completion Price
per 1M tokens
$10$12.5
Sample Workload Cost
1M input + 500K output
$6.25$8.75
Context Window400K1M
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionGPT-5.1-CodexOn the standard 1M input plus 500K output workload, GPT-5.1-Codex is estimated at $6.25 vs $8.75 for Nova Premier 1.0, saving $2.5 (28.6% lower).
High-volume input processingGPT-5.1-CodexLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsGPT-5.1-CodexLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workNova Premier 1.0A 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-5.1-Codex when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.1-Codex when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.1-Codex when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.1-Codex when lower sample workload cost matters most: $0.13.
Larger context near this budget
  • Llama 4 Scout offers 10M context with $0.23 sample workload cost.
  • Grok 4.20 Multi-Agent offers 2M context with $5 sample workload cost.
  • Grok 4.20 offers 2M context with $2.5 sample workload cost.
  • GPT-5.4 offers 1.05M context with $10 sample workload cost.
Popular competitors
  • No popular competitor is currently available.

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-5.1-Codex

GPT-5.1-Codex is a specialized version of GPT-5.1 optimized for software engineering and coding workflows. It is designed for both interactive development sessions and long, independent execution of complex engineering tasks....

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.