API cost decision in 10 seconds

🔥Claude Sonnet 5 vs GPT-5.6 Terra Pro

Pick Claude Sonnet 5 for lower cost; pick GPT-5.6 Terra 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 Claude Sonnet 5 for lower cost; pick GPT-5.6 Terra Pro only if the larger context window matters more.

On the standard 1M input plus 500K output workload, Claude Sonnet 5 is estimated at $7 vs $8 for GPT-5.6 Terra Pro, saving $1 (12.5% lower).

Cost-first pickClaude Sonnet 5
Context-first pickGPT-5.6 Terra Pro
Sample savings$112.5%
10x traffic gap$10

GPT-5.6 Terra Pro has more context, but Claude Sonnet 5 saves $1 on the standard workload. At 10x that traffic, the same price gap is about $10. Use the calculator below to replace the sample workload with your own token volume.

Cost sensitivity

Workload Sensitivity

Same prices, different token mixes.

Claude Sonnet 5 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickClaude Sonnet 5GPT-5.6 Terra Pro
Input-heavy / RAG5M input + 500K outputClaude Sonnet 5$15$16
Balanced workload1M input + 1M outputClaude Sonnet 5$12$14
Output-heavy chatbot1M input + 5M outputClaude Sonnet 5$52$62
Cheaper input Tie $2 vs $2 / 1M

Both models report the same input price at $2 per 1M tokens.

Cheaper output Claude Sonnet 5 $10 vs $12 / 1M

Claude Sonnet 5 is $2 cheaper per 1M output tokens (16.7% lower; 1.2x difference).

Larger context GPT-5.6 Terra Pro 1M vs 1.05M

GPT-5.6 Terra Pro has 50K more context (1.05x larger).

Sample workload Claude Sonnet 5 $7 vs $8

Claude Sonnet 5 is $1 cheaper on the standard workload (12.5% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Claude Sonnet 5 Calculating… Estimated API cost
GPT-5.6 Terra 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

both models tie on input price; Claude Sonnet 5 has the lower output price; GPT-5.6 Terra Pro offers the larger context window. For the 1M input plus 500K output sample, Claude Sonnet 5 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $7 for Claude Sonnet 5 and $8 for GPT-5.6 Terra Pro.

Best Fit

Choose Claude Sonnet 5 when you care most about lower output-token price.

Choose GPT-5.6 Terra Pro when you care most about larger context window.

Decision Notes
  • On the standard 1M input plus 500K output workload, Claude Sonnet 5 is estimated at $7 vs $8 for GPT-5.6 Terra Pro, saving $1 (12.5% lower).
  • Claude Sonnet 5 is $1 cheaper on the standard workload (12.5% lower).
  • Both models report the same input price at $2 per 1M tokens.
  • Claude Sonnet 5 is $2 cheaper per 1M output tokens (16.7% lower; 1.2x difference).
  • GPT-5.6 Terra Pro has 50K more context (1.05x larger).
Head-to-Head Specs
Feature🔥Claude Sonnet 5
(Anthropic)
GPT-5.6 Terra Pro
(OpenAI)
Input Price
prompt tokens per 1M
$2$2
Completion Price
per 1M tokens
$10$12
Sample Workload Cost
1M input + 500K output
$7$8
Context Window1M1.05M
Release Date
Popularity#16

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionClaude Sonnet 5On the standard 1M input plus 500K output workload, Claude Sonnet 5 is estimated at $7 vs $8 for GPT-5.6 Terra Pro, saving $1 (12.5% lower).
High-volume input processingTieLower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsClaude Sonnet 5Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workGPT-5.6 Terra ProA larger context window leaves more room for retrieved passages, conversation history, or source files.

Related Alternatives

Same-provider lower-cost swaps
  • Claude 3 Haiku can replace Claude Sonnet 5 when lower sample workload cost matters most: $0.88.
  • Claude Haiku 4.5 (batch) can replace Claude Sonnet 5 when lower sample workload cost matters most: $1.75.
  • Claude 3.5 Haiku can replace Claude Sonnet 5 when lower sample workload cost matters most: $2.8.
  • Claude Sonnet 5 (batch) can replace Claude Sonnet 5 when lower sample workload cost matters most: $3.5.

Cheaper alternatives

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

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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.

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Anthropic catalog

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

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OpenAI catalog

Check other OpenAI models with comparable pricing, context, or release timing.

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Claude Sonnet 5

Sonnet 5 is Anthropic's most capable Sonnet-class model, with frontier performance across coding, agents, and professional work. It supports adaptive thinking with selectable reasoning effort levels (low, medium, high, max,...

GPT-5.6 Terra Pro

GPT-5.6 Terra Pro is the same underlying model as [GPT-5.6 Terra](https://openrouter.ai/openai/gpt-5.6-terra), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. Learn more in OpenAI's docs: https://developers.openai.com/api/docs/guides/reasoning#reasoning-mode