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Claude Opus 4.8 vs Gemini 3.1 Pro

Premium vs mid-tier: Opus 4.8 at $5/$25 vs Gemini 3.1 Pro at $2/$12. Gemini 3.1 Pro is 60% cheaper on input, 52% cheaper on output — same 1M context window. Save up to $210/month at scale.

Pricing data verified: Jul 3, 2026

SpecificationClaude Opus 4.8 (Anthropic)Gemini 3.1 Pro (Google)
Input Price (per 1M tokens)$5.00$2.00
Output Price (per 1M tokens)$25.00$12.00
Context Window1M tokens1M tokens
TierPremiumMid
ProviderAnthropicGoogle

Calculate Your Exact Savings

Gemini 3.1 Pro is dramatically cheaper on both input and output. See exactly how much you save at your usage level.

Anthropic
Claude Opus 4.8
$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

Other Mid-Tier Models

Claude Sonnet 5
Anthropic
$3.00 / $15 per 1M
1M context
GPT-5
OpenAI
$1.25 / $10 per 1M
272K context
Gemini 3.5 Flash
Google
$1.50 / $9 per 1M
1M context

Which Model for Which Use Case?

Code Generation

Opus 4.8 ($5/$25) is Anthropic's premium coding model with top-tier code generation, debugging, and refactoring. Gemini 3.1 Pro ($2/$12) offers strong coding at 60% less input cost. For most coding tasks, Gemini 3.1 Pro delivers excellent results at a fraction of the cost.

Cost efficiency: Gemini 3.1 Pro | Max quality: Opus 4.8

Content Generation

Blog posts, marketing copy, documentation. Opus 4.8 at $25/1M output vs Gemini 3.1 Pro at $12/1M output means Gemini saves 52% on every output token. For high-volume content generation, this compounds to massive monthly savings.

Better value: Gemini 3.1 Pro (52% cheaper output)

Long-Context Processing

Both models have 1M token context windows — identical capacity for long documents, large codebases, and extended conversations. Neither has an advantage for context length. Pick based on price and quality preferences.

Same context: Tie — Gemini 3.1 Pro is cheaper

High-Volume Batch Processing

At scale, Gemini 3.1 Pro's savings compound dramatically. At 10M input + 10M output tokens/month, Gemini 3.1 Pro costs $140 vs Opus 4.8's $300 — saving $160/month. For batch workloads, Gemini 3.1 Pro delivers strong results at less than half the cost.

Savings at scale: Gemini 3.1 Pro ($160/month at 10M+10M)

Comparing premium and mid-tier models?

APIpulse Pro lets you compare all 49 models including Opus 4.8 ($5/$25) and Gemini 3.1 Pro ($2/$12), save scenarios, and export cost reports for your team.

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Frequently Asked Questions

How much cheaper is Gemini 3.1 Pro than Claude Opus 4.8?

Gemini 3.1 Pro costs $2.00/$12.00 per 1M tokens while Claude Opus 4.8 costs $5.00/$25.00 per 1M tokens. Gemini 3.1 Pro is 60% cheaper on input and 52% cheaper on output. At 1M input + 1M output tokens/month, Gemini 3.1 Pro costs $14 vs Opus 4.8's $30, saving $16/month. At 10M input + 10M output, savings reach $210/month. The input price difference is even larger — 60% cheaper — making Gemini 3.1 Pro exceptionally cost-effective for input-heavy workloads.

Which model has a larger context window?

Both Claude Opus 4.8 and Gemini 3.1 Pro have identical 1M token context windows. Neither has an advantage for long-document processing. Both handle extremely long documents, large codebases, and extended conversation histories with ease. Context window is not a differentiator between these two models.

Is Gemini 3.1 Pro good enough to replace Claude Opus 4.8?

Gemini 3.1 Pro at $2/$12 is a strong mid-tier model that handles most tasks well — code generation, content creation, analysis, and chatbot applications. Claude Opus 4.8 at $5/$25 is a premium model with potentially stronger reasoning and safety alignment. For cost-sensitive workloads where 80-90% of the quality is acceptable, Gemini 3.1 Pro offers dramatically better value. For mission-critical tasks requiring the highest quality, Opus 4.8 may justify its 2.5x premium on input and 2.1x premium on output.

When should I choose Claude Opus 4.8 over Gemini 3.1 Pro?

Choose Claude Opus 4.8 ($5/$25) for mission-critical tasks requiring the highest quality reasoning, Anthropic's safety-focused approach, or when output quality directly impacts your product. Choose Gemini 3.1 Pro ($2/$12) for cost-sensitive workloads, high-volume batch processing, or when you need 60% cheaper input costs and 52% cheaper output costs with acceptable quality. Both have identical 1M context windows.

Are both models in the same pricing tier?

No. Claude Opus 4.8 is in the Premium tier ($5/$25) while Gemini 3.1 Pro is in the Mid tier ($2/$12). Opus 4.8 is 2.5x more expensive on input and 2.1x more expensive on output. The tier difference reflects the intended use cases — Opus 4.8 for premium tasks requiring top quality, Gemini 3.1 Pro for cost-effective mid-tier workloads. Both share identical 1M context windows.

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