Claude Sonnet 4 vs Gemini Embedding 2

Claude Sonnet 4 vs Gemini Embedding 2: Gemini Embedding 2 is cheaper for input-heavy usage ($0.20/M vs $3.00/M input tokens), while Claude Sonnet 4 is better for long-context tasks (200,000 tokens).

Direct answer: choose Gemini Embedding 2 for lower token spend and choose Claude Sonnet 4 when your workload needs longer context.

Compare input and output token pricing, context windows, and monthly cost estimates on one page so you can pick the cheaper model fast.

Anthropic

Claude Sonnet 4

Google

Gemini Embedding 2

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Claude Sonnet 4 pricing page Gemini Embedding 2 pricing page Anthropic provider overview Google provider overview

Cost Comparison (1000 input + 500 output tokens, 100 requests/day)

Claude Sonnet 4

Per Request:$0.0105

Daily:$1.05

Monthly:$31.50

Yearly:$383.25

Gemini Embedding 2

Per Request:$0.000300

Daily:$0.03

Monthly:$0.90

Yearly:$10.95

Cost Differences

$0.0102

Per Request

$1.02

Daily

$30.60

Monthly

$372.30

Yearly

Gemini Embedding 2 costs less than Claude Sonnet 4

Quick Recommendation

Winner for direct API pricing: Gemini Embedding 2. At the default workload, Gemini Embedding 2 saves about $30.60/month ($372.30/year) versus Claude Sonnet 4.

Claude Sonnet 4 full pricing breakdown Gemini Embedding 2 full pricing breakdown Anthropic API pricing details Google API pricing details Anthropic vs Google API pricing Codex Mini vs Claude Sonnet 4 Codex Mini vs Gemini Embedding 2

Feature Comparison

Feature	Claude Sonnet 4	Gemini Embedding 2
Provider	Anthropic	Google
Input Price	$3.00/1M tokens	$0.20/1M tokens
Output Price	$15.00/1M tokens	$0.20/1M tokens
Context Window	200,000 tokens	8,192 tokens
Max Output	64,000 tokens	3,072 tokens
Category	standard	embedding
Capabilities	textvisioncodereasoning	textvisionaudiovideoembeddings
Release Date	5/14/2025	3/10/2026

Claude Sonnet 4 vs Gemini Embedding 2: Which Should You Choose?

Choosing between Claude Sonnet 4 and Gemini Embedding 2 depends on your priorities: cost efficiency, context length, or raw capability. Gemini Embedding 2 is the more affordable option at $0.20/1M input tokens — 93% cheaper than Claude Sonnet 4. Meanwhile, Claude Sonnet 4 offers a significantly larger context window at 200,000 tokens vs 8,192 for Gemini Embedding 2.

These models come from different providers — Anthropic and Google — which means different API ecosystems, SDKs, rate limits, and terms of service. If you're already integrated with Anthropic, switching to Googleinvolves migration effort beyond just pricing. Factor in your existing infrastructure when deciding.

These models target different tiers: Claude Sonnet 4 is a standard model while Gemini Embedding 2 is embedding. This means they're optimized for different workloads. Gemini Embedding 2 targets more demanding workloads, while Claude Sonnet 4 provides a cost-effective option for everyday tasks.

Output costs matter too. Claude Sonnet 4 charges $15.00/1M output tokens vs $0.20 for Gemini Embedding 2. For generation-heavy workloads (content creation, code generation, summarization), output pricing often dominates your bill. Gemini Embedding 2 has the edge here at $0.20/1M output tokens.

Multimodal capabilities: Both models support vision (image understanding), so you can send images alongside text prompts with either option.

Best Use Cases

Choose Claude Sonnet 4 when:

• You need a larger context window (200,000 tokens)
• You need longer outputs (up to 64,000 tokens)
• You're already using Anthropic's API ecosystem

Choose Gemini Embedding 2 when:

• Budget is a primary concern
• You need more capabilities (audio, video, embeddings)
• You're already using Google's API ecosystem

Pros and Caveats at a Glance

Claude Sonnet 4

• Input pricing: $3.00/M tokens
• Output pricing: $15.00/M tokens
• Context window: 200,000 tokens
• Max output: 64,000 tokens

Watch out for

• Higher input cost than Gemini Embedding 2
• Higher output cost than Gemini Embedding 2

Gemini Embedding 2

• Input pricing: $0.20/M tokens
• Output pricing: $0.20/M tokens
• Context window: 8,192 tokens
• Max output: 3,072 tokens

Watch out for

• Smaller context window than Claude Sonnet 4

Try Different Scenarios

Use the calculator below to see how costs change with different usage patterns

Claude Sonnet 4 (Anthropic)

Cost Calculator

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Model

Input Tokens

Output Tokens

Requests/Day

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Gemini Embedding 2 (Google)

Cost Calculator

Provider

Model

Input Tokens

Output Tokens

Requests/Day

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Frequently Asked Questions

Which is cheaper, Claude Sonnet 4 or Gemini Embedding 2?▼

Gemini Embedding 2 is cheaper for input tokens at $0.20 per million tokens vs $3.00 for Claude Sonnet 4 — that's 93% savings on input costs.

What is the context window difference between Claude Sonnet 4 and Gemini Embedding 2?▼

Claude Sonnet 4 supports 200,000 tokens while Gemini Embedding 2 supports 8,192 tokens — a difference of 191,808 tokens in favor of Claude Sonnet 4.

Which model is better for AI Chatbot?▼

Both models support text. For ai chatbot, Gemini Embedding 2 is the lower-cost option, while Claude Sonnet 4 offers a larger context window (200,000 vs 8,192 tokens). Choose Gemini Embedding 2 for budget sensitivity or Claude Sonnet 4 for longer context tasks.

Which model has better overall pricing for heavy usage?▼

At 100 requests/day with 1,000 input and 500 output tokens each, Claude Sonnet 4 costs about $31.50/month and Gemini Embedding 2 costs about $0.90/month. Overall, Gemini Embedding 2 has lower combined input + output rates ($0.20 in, $0.20 out) vs Claude Sonnet 4.

Where can I compare Anthropic and Google API pricing beyond this model matchup?▼

See the Anthropic vs Google provider comparison page for lineup-level averages, then review each model page for exact per-token rates.