API cost decision in 10 seconds

GPT-5.5 Pro vs R1

Pick R1 for lower cost; pick GPT-5.5 Pro 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 R1 for lower cost; pick GPT-5.5 Pro only if the larger context window matters more.

On the standard 1M input plus 500K output workload, R1 is estimated at $1.95 vs $120 for GPT-5.5 Pro, saving $118.05 (98.4% lower).

Cost-first pickR1
Context-first pickGPT-5.5 Pro
Sample savings$118.0598.4%
10x traffic gap$1180.5

GPT-5.5 Pro has more context, but R1 saves $118.05 on the standard workload. At 10x that traffic, the same price gap is about $1180.5. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

R1 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickGPT-5.5 ProR1
Input-heavy / RAG5M input + 500K outputR1$240$4.75
Balanced workload1M input + 1M outputR1$210$3.2
Output-heavy chatbot1M input + 5M outputR1$930$13.2
Cheaper input R1 $30 vs $0.7 / 1M

R1 is $29.3 cheaper per 1M input tokens (97.7% lower; 42.9x difference).

Cheaper output R1 $180 vs $2.5 / 1M

R1 is $177.5 cheaper per 1M output tokens (98.6% lower; 72x difference).

Larger context GPT-5.5 Pro 1.05M vs 163.84K

GPT-5.5 Pro has 886.16K more context (6.41x larger).

Sample workload R1 $120 vs $1.95

R1 is $118.05 cheaper on the standard workload (98.4% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
GPT-5.5 Pro Calculating… Estimated API cost
R1 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

R1 has the lower input price; R1 has the lower output price; GPT-5.5 Pro offers the larger context window. For the 1M input plus 500K output sample, R1 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $120 for GPT-5.5 Pro and $1.95 for R1.

Best Fit

Choose GPT-5.5 Pro when you care most about larger context window.

Choose R1 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, R1 is estimated at $1.95 vs $120 for GPT-5.5 Pro, saving $118.05 (98.4% lower).
  • R1 is $118.05 cheaper on the standard workload (98.4% lower).
  • R1 is $29.3 cheaper per 1M input tokens (97.7% lower; 42.9x difference).
  • R1 is $177.5 cheaper per 1M output tokens (98.6% lower; 72x difference).
  • GPT-5.5 Pro has 886.16K more context (6.41x larger).
Head-to-Head Specs
FeatureGPT-5.5 Pro
(OpenAI)
R1
(DeepSeek)
Input Price
prompt tokens per 1M
$30$0.7
Completion Price
per 1M tokens
$180$2.5
Sample Workload Cost
1M input + 500K output
$120$1.95
Context Window1.05M163.84K
Release Date
Popularity#122#144

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionR1On the standard 1M input plus 500K output workload, R1 is estimated at $1.95 vs $120 for GPT-5.5 Pro, saving $118.05 (98.4% lower).
High-volume input processingR1Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsR1Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.5 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-5.5 Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b (free) can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.
  • gpt-oss-20b can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.1.
  • gpt-oss-120b can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.13.
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