API cost decision in 10 seconds

🔥Claude Sonnet 4.6 vs GPT-5.2 Pro

Pick Claude Sonnet 4.6 when budget and context both matter.

Page updated:  Data confirmed:  Prices normalized to USD per 1M tokens Sample workload: 1M input + 500K output

Budget verdict

Pick Claude Sonnet 4.6 when budget and context both matter.

On the standard 1M input plus 500K output workload, Claude Sonnet 4.6 is estimated at $10.5 vs $105 for GPT-5.2 Pro, saving $94.5 (90% lower).

Cost-first pickClaude Sonnet 4.6
Context-first pickClaude Sonnet 4.6
Sample savings$94.590%
10x traffic gap$945

Claude Sonnet 4.6 is cheaper on the standard workload and also has the larger context window. At 10x that traffic, the same price gap is about $945. 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 4.6 stays cheaper across input-heavy, balanced, and output-heavy sample workloads.

Workload shapeToken mixBetter pickClaude Sonnet 4.6GPT-5.2 Pro
Input-heavy / RAG5M input + 500K outputClaude Sonnet 4.6$22.5$189
Balanced workload1M input + 1M outputClaude Sonnet 4.6$18$189
Output-heavy chatbot1M input + 5M outputClaude Sonnet 4.6$78$861
Cheaper input Claude Sonnet 4.6 $3 vs $21 / 1M

Claude Sonnet 4.6 is $18 cheaper per 1M input tokens (85.7% lower; 7x difference).

Cheaper output Claude Sonnet 4.6 $15 vs $168 / 1M

Claude Sonnet 4.6 is $153 cheaper per 1M output tokens (91.1% lower; 11.2x difference).

Larger context Claude Sonnet 4.6 1M vs 400K

Claude Sonnet 4.6 has 600K more context (2.5x larger).

Sample workload Claude Sonnet 4.6 $10.5 vs $105

Claude Sonnet 4.6 is $94.5 cheaper on the standard workload (90% lower).

Estimate your workload cost

Your Workload Cost

Prices are normalized to USD per 1M tokens.
Claude Sonnet 4.6 Calculating… Estimated API cost
GPT-5.2 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

Claude Sonnet 4.6 has the lower input price; Claude Sonnet 4.6 has the lower output price; Claude Sonnet 4.6 offers the larger context window. For the 1M input plus 500K output sample, Claude Sonnet 4.6 is cheaper for the standard workload.

For a 1M input token plus 500K output token workload, the estimated API cost is $10.5 for Claude Sonnet 4.6 and $105 for GPT-5.2 Pro.

Best Fit

Choose Claude Sonnet 4.6 when you care most about lower input-token price, lower output-token price, and larger context window.

Choose GPT-5.2 Pro when its provider, model quality, latency, or availability is more important than the numeric price/context winner.

Decision Notes
  • On the standard 1M input plus 500K output workload, Claude Sonnet 4.6 is estimated at $10.5 vs $105 for GPT-5.2 Pro, saving $94.5 (90% lower).
  • Claude Sonnet 4.6 is $94.5 cheaper on the standard workload (90% lower).
  • Claude Sonnet 4.6 is $18 cheaper per 1M input tokens (85.7% lower; 7x difference).
  • Claude Sonnet 4.6 is $153 cheaper per 1M output tokens (91.1% lower; 11.2x difference).
  • Claude Sonnet 4.6 has 600K more context (2.5x larger).
Head-to-Head Specs
Feature🔥Claude Sonnet 4.6
(Anthropic)
GPT-5.2 Pro
(OpenAI)
Input Price
prompt tokens per 1M
$3$21
Completion Price
per 1M tokens
$15$168
Sample Workload Cost
1M input + 500K output
$10.5$105
Context Window1M400K
Release Date
Popularity#4

Use-Case Decision Matrix

Use caseBetter pickWhy
Budget-constrained productionClaude Sonnet 4.6On the standard 1M input plus 500K output workload, Claude Sonnet 4.6 is estimated at $10.5 vs $105 for GPT-5.2 Pro, saving $94.5 (90% lower).
High-volume input processingClaude Sonnet 4.6Lower prompt-token price matters most when prompts, retrieved passages, or documents dominate the bill.
Long responses and chatbotsClaude Sonnet 4.6Lower output-token price matters most when assistants generate many completion tokens.
RAG or long-document workClaude Sonnet 4.6A 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 4.6 when lower sample workload cost matters most: $0.88.
  • Claude 3.5 Haiku can replace Claude Sonnet 4.6 when lower sample workload cost matters most: $2.8.
  • Anthropic Claude Haiku Latest can replace Claude Sonnet 4.6 when lower sample workload cost matters most: $3.5.
  • Claude Haiku 4.5 can replace Claude Sonnet 4.6 when lower sample workload cost matters most: $3.5.
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-5.5 offers 1.05M context with $20 sample workload cost.

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.

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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 4.6

Sonnet 4.6 is Anthropic's most capable Sonnet-class model yet, with frontier performance across coding, agents, and professional work. It excels at iterative development, complex codebase navigation, end-to-end project management with...

GPT-5.2 Pro

GPT-5.2 Pro is OpenAI’s most advanced model, offering major improvements in agentic coding and long context performance over GPT-5 Pro. It is optimized for complex tasks that require step-by-step reasoning,...