API cost decision in 10 seconds

GPT-5.1-Codex-Max vs Cogito v2.1 671B

Pick Cogito v2.1 671B for lower cost; pick GPT-5.1-Codex-Max 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 Cogito v2.1 671B for lower cost; pick GPT-5.1-Codex-Max only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Cogito v2.1 671B is estimated at $1.88 vs $6.25 for GPT-5.1-Codex-Max, saving $4.38 (70% lower).

Cost-first pickCogito v2.1 671B
Context-first pickGPT-5.1-Codex-Max
Sample savings$4.3870%
10x traffic gap$43.75

GPT-5.1-Codex-Max has more context, but Cogito v2.1 671B saves $4.38 on the standard workload. At 10x that traffic, the same price gap is about $43.75. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Cogito v2.1 671B stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.1-Codex-MaxCogito v2.1 671B
Input-heavy / RAG5M input + 500K outputCogito v2.1 671B$11.25$6.88
Balanced workload1M input + 1M outputCogito v2.1 671B$11.25$2.5
Output-heavy chatbot1M input + 5M outputCogito v2.1 671B$51.25$7.5
Cheaper input Tie $1.25 vs $1.25 / 1M

Both models report the same input price at $1.25 per 1M tokens.

Cheaper output Cogito v2.1 671B $10 vs $1.25 / 1M

Cogito v2.1 671B is $8.75 cheaper per 1M output tokens (87.5% lower; 8x difference).

Larger context GPT-5.1-Codex-Max 400K vs 128K

GPT-5.1-Codex-Max has 272K more context (3.12x larger).

Sample workload Cogito v2.1 671B $6.25 vs $1.88

Cogito v2.1 671B is $4.38 cheaper on the standard workload (70% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.1-Codex-Max Calculating… Estimated API cost
Cogito v2.1 671B 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

both models tie on input price; Cogito v2.1 671B has the lower output price; GPT-5.1-Codex-Max offers the larger context window. For the 1M input plus 500K output sample, Cogito v2.1 671B 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-Max and $1.88 for Cogito v2.1 671B.

Best Fit

Choose GPT-5.1-Codex-Max when you care most about larger context window.

Choose Cogito v2.1 671B when you care most about lower output-token price.

Decision Notes
  • On the standard 1M input plus 500K output workload, Cogito v2.1 671B is estimated at $1.88 vs $6.25 for GPT-5.1-Codex-Max, saving $4.38 (70% lower).
  • Cogito v2.1 671B is $4.38 cheaper on the standard workload (70% lower).
  • Both models report the same input price at $1.25 per 1M tokens.
  • Cogito v2.1 671B is $8.75 cheaper per 1M output tokens (87.5% lower; 8x difference).
  • GPT-5.1-Codex-Max has 272K more context (3.12x larger).
Head-to-Head Specs
FeatureGPT-5.1-Codex-Max
(OpenAI)
Cogito v2.1 671B
(Deep Cogito)
Input Price
prompt tokens per 1M
$1.25$1.25
Completion Price
per 1M tokens
$10$1.25
Sample Workload Cost
1M input + 500K output
$6.25$1.88
Context Window400K128K
Release Date

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionCogito v2.1 671BOn the standard 1M input plus 500K output workload, Cogito v2.1 671B is estimated at $1.88 vs $6.25 for GPT-5.1-Codex-Max, saving $4.38 (70% lower).
High-volume input processingTieLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsCogito v2.1 671BLower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.1-Codex-MaxA 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-Max when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.1-Codex-Max when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.1-Codex-Max when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.1-Codex-Max when lower sample workload cost matters most: $0.13.
Larger context near this budget
Popular competitors
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