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Claude Opus 4.8 vs Gemini 3.1 Flash Lite

At a glance

Anthropic's most capable Opus yet, built for long-horizon autonomous agents and frontier coding.

891M ctx$5.00/$25.00 per M#4/92

Google's high-efficiency model for high-volume use cases at half the cost of Gemini 3 Flash.

771.0M ctx$0.25/$1.50 per M#37/92
Agent Demos
All agent demos

No shared agent demos for these models yet.

AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
Reasoning
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·Provider·OpenRouter· as of 2026-07-10
Smarter16%
Capability
CapabilityECI16%89.2
Reasoning & Knowledge
Graduate Science91.0%Expert-Level—Factual Recall39.5%
Math
Competition Math98.3%Research Math47.2%
Coding
Real-World Coding88.6%
Agentic
Novel Reasoning72.1%
Reasoning
CodingInsufficient data
AgenticInsufficient data
ReasoningInsufficient data
MathInsufficient data
Sources:Epoch ECI·Epoch AI·OpenRouter· as of 2026-07-10
Cheaper94%
Capability
CapabilityECI76.7
Reasoning & Knowledge
Graduate Science—Expert-Level8.6%Factual Recall—
Math
Competition Math—Research Math—
Coding
Real-World Coding—
Agentic
Novel Reasoning—
Specs
1M
Context
128K
Max output
May 2026
Released
1.0M
Context
66K
Max output
Mar 2026
Released
Capabilities
Vision
Audio
Reasoning
Vision
Audio
Reasoning
Pricing
Live pricing, shown before you run
Input$5.00/M tokens
Output$25.00/M tokens
Cache read$0.50/M tokens
Cache write$6.25/M tokens
Web search29%$0.01/search
Live pricing, shown before you run
Input95%$0.25/M tokens
Output94%$1.50/M tokens
Reasoning$1.50/M tokens
Cache read95%$0.02/M tokens
Cache write99%$0.08/M tokens
Image input$0.25/M tokens
Audio input$0.50/M tokens
Web search$0.01/search
Chat with Claude Opus 4.8Go to model
Chat with Gemini 3.1 Flash LiteGo to model
Frequently Asked Questions: Claude Opus 4.8 vs Gemini 3.1 Flash Lite▼

Which is better, Claude Opus 4.8 or Gemini 3.1 Flash Lite?

▼

Based on the Capability Index, Claude Opus 4.8 scores higher (89.2 vs 76.7). However, "better" depends on your use case — pricing, speed, context window, and specific capability needs all matter.

Which is cheaper, Claude Opus 4.8 or Gemini 3.1 Flash Lite?

▼

Gemini 3.1 Flash Lite has a lower blended cost. Claude Opus 4.8: $5.00 input / $25.00 output. Gemini 3.1 Flash Lite: $0.25 input / $1.50 output.

Which has a larger context window, Claude Opus 4.8 or Gemini 3.1 Flash Lite?

▼

Gemini 3.1 Flash Lite has a larger context window: Claude Opus 4.8 supports 1M tokens vs Gemini 3.1 Flash Lite at 1M tokens.

Do both Claude Opus 4.8 and Gemini 3.1 Flash Lite support vision?

▼

Yes, both Claude Opus 4.8 and Gemini 3.1 Flash Lite support vision/image input.

What are the key differences between Claude Opus 4.8 and Gemini 3.1 Flash Lite?

▼

Key differences: Claude Opus 4.8 has a notably higher capability index (12.5 point gap); Gemini 3.1 Flash Lite is significantly cheaper. Compare full specs on this page.

Which model should I choose for my use case?

▼

If cost is your priority, choose the cheaper option. If you need the highest intelligence for complex tasks, pick the higher-scoring model. For long documents or codebases, choose the larger context window. You can try both Claude Opus 4.8 and Gemini 3.1 Flash Lite for free on idapt.app to see which performs better for your specific needs.

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