API cost decision in 10 seconds

gpt-oss-20b (free) vs GPT-5.5 Pro

Pick gpt-oss-20b (free) 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 gpt-oss-20b (free) 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, gpt-oss-20b (free) is estimated at $0 vs $120 for GPT-5.5 Pro, saving $120 (100% lower).

Cost-first pickgpt-oss-20b (free)
Context-first pickGPT-5.5 Pro
Sample savings$120100%
10x traffic gap$1200

GPT-5.5 Pro has more context, but gpt-oss-20b (free) saves $120 on the standard workload. At 10x that traffic, the same price gap is about $1200. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

gpt-oss-20b (free) stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickgpt-oss-20b (free)GPT-5.5 Pro
Input-heavy / RAG5M input + 500K outputgpt-oss-20b (free)$0$240
Balanced workload1M input + 1M outputgpt-oss-20b (free)$0$210
Output-heavy chatbot1M input + 5M outputgpt-oss-20b (free)$0$930
Cheaper input gpt-oss-20b (free) $0 vs $30 / 1M

gpt-oss-20b (free) is free for input tokens while GPT-5.5 Pro costs $30 per 1M tokens.

Cheaper output gpt-oss-20b (free) $0 vs $180 / 1M

gpt-oss-20b (free) is free for output tokens while GPT-5.5 Pro costs $180 per 1M tokens.

Larger context GPT-5.5 Pro 131.07K vs 1.05M

GPT-5.5 Pro has 918.93K more context (8.01x larger).

Sample workload gpt-oss-20b (free) $0 vs $120

gpt-oss-20b (free) is free for the standard workload while the other model is estimated at $120.

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
gpt-oss-20b (free) Calculating… Estimated API cost
GPT-5.5 Pro 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-oss-20b (free) has the lower input price; gpt-oss-20b (free) has the lower output price; GPT-5.5 Pro offers the larger context window. For the 1M input plus 500K output sample, gpt-oss-20b (free) is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $0 for gpt-oss-20b (free) and $120 for GPT-5.5 Pro.

Best Fit

Choose gpt-oss-20b (free) when you care most about lower input-token price, and lower output-token price.

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

Decision Notes
  • On the standard 1M input plus 500K output workload, gpt-oss-20b (free) is estimated at $0 vs $120 for GPT-5.5 Pro, saving $120 (100% lower).
  • gpt-oss-20b (free) is free for the standard workload while the other model is estimated at $120.
  • gpt-oss-20b (free) is free for input tokens while GPT-5.5 Pro costs $30 per 1M tokens.
  • gpt-oss-20b (free) is free for output tokens while GPT-5.5 Pro costs $180 per 1M tokens.
  • GPT-5.5 Pro has 918.93K more context (8.01x larger).
Head-to-Head Specs
Featuregpt-oss-20b (free)
(OpenAI)
GPT-5.5 Pro
(OpenAI)
Input Price
prompt tokens per 1M
$0$30
Completion Price
per 1M tokens
$0$180
Sample Workload Cost
1M input + 500K output
$0$120
Context Window131.07K1.05M
Release Date
Popularity#72#122

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productiongpt-oss-20b (free)On the standard 1M input plus 500K output workload, gpt-oss-20b (free) is estimated at $0 vs $120 for GPT-5.5 Pro, saving $120 (100% lower).
High-volume input processinggpt-oss-20b (free)Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsgpt-oss-20b (free)Lower 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 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.
  • gpt-oss-safeguard-20b can replace GPT-5.5 Pro when lower sample workload cost matters most: $0.22.
Larger context near this budget

Cheaper alternatives

Review low-cost models sorted by a standard 1M input plus 500K output workload.

Open cheapest models

Larger context alternatives

Find models with larger context windows for RAG, long documents, and codebase review.

Open largest context models

Provider catalogs

Compare models within provider hubs before choosing a final API vendor.

Open provider hubs

OpenAI catalog

Review all tracked OpenAI models before deciding whether this matchup is the right shortlist.

Open OpenAI models
gpt-oss-20b (free)

gpt-oss-20b is an open-weight 21B parameter model released by OpenAI under the Apache 2.0 license. It uses a Mixture-of-Experts (MoE) architecture with 3.6B active parameters per forward pass, optimized for...

GPT-5.5 Pro

GPT-5.5 Pro is OpenAI’s high-capability model optimized for deep reasoning and accuracy on complex, high-stakes workloads. It features a 1M+ token context window (922K input, 128K output) with support for...