Anthropic
Claude 4 Sonnet (Retired)
$0.00
per month
Input cost
Output cost
Cost per request
Requests/month
Google
Gemini 3.1 Pro
$0.00
per month
Input cost
Output cost
Cost per request
Requests/month

Which Model for Which Use Case?

Long-Context Analysis

Gemini 3.1 Pro's 2M context window is 10x larger than Claude 4 Sonnet's 200K. Ideal for analyzing massive documents, entire codebases, or long multi-turn conversations that need to retain extensive history.

Best for large context: Gemini 3.1 Pro (2M tokens)

Code Generation

Claude Sonnet has traditionally excelled at code generation and instruction following. For code-heavy workloads, Claude Sonnet 4.6 is the direct Anthropic successor at the same price point.

Best for code: Claude Sonnet 4.6 ($3/$15)

Multimodal Tasks

Gemini 3.1 Pro offers native video, audio, and image understanding. For multimodal workloads that combine text with other media, Gemini is the stronger choice.

Best for multimodal: Gemini 3.1 Pro

Budget-Conscious Production

Gemini 3.1 Pro is 58% cheaper on input and 33% cheaper on output. For production workloads where cost matters, Gemini delivers the best value in the mid-tier category.

Cheapest mid-tier: Gemini 3.1 Pro ($1.25/$10)

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Frequently Asked Questions

Is Gemini 3.1 Pro cheaper than Claude 4 Sonnet?

Yes. Gemini 3.1 Pro costs $1.25/M input and $10.00/M output, while Claude 4 Sonnet costs $3.00/M input and $15.00/M output. That makes Gemini 3.1 Pro 58% cheaper on input and 33% cheaper on output. Gemini also offers 2M context (10x more than Sonnet's 200K). For a workload of 1M input + 500K output, Gemini 3.1 Pro costs $6.25 vs Claude 4 Sonnet's $10.50 — a 40% savings.

What's the quality difference between Claude 4 Sonnet and Gemini 3.1 Pro?

Both are top-tier models. Sonnet excels at coding and instruction following. Gemini 3.1 Pro leads in multimodal tasks and long-context analysis. For most production workloads, quality is comparable.

How do I migrate from Claude 4 Sonnet to Gemini 3.1 Pro?

Update API endpoint to generativelanguage.googleapis.com. Replace Anthropic SDK with Google AI SDK. Adjust prompt format (system messages work differently). Test with your specific use case before full migration.

What are the best alternatives to Claude 4 Sonnet?

Top alternatives: (1) Gemini 3.1 Pro ($1.25/$10) — cheapest mid-tier option with 2M context. (2) Claude Sonnet 4.6 ($3/$15) — direct Anthropic successor, 200K context. (3) GPT-5 ($1.25/$10) — comparable pricing, 272K context. (4) DeepSeek V4 Pro ($0.44/$0.87) — 97% cheaper, 1M context.

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Related Comparisons

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Claude 4 Sonnet vs Sonnet 4.6
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Claude 4 Sonnet vs GPT-5
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Claude 4 Sonnet vs DeepSeek V4 Pro
97% cheaper alternative

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