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Claude Opus 4.8 vs GPT 5.6 Terra

At a glance
AnthropicClaude Opus 4.8

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
OpenAIGPT 5.6 Terra

OpenAI's balanced GPT-5.6 tier — GPT-5.5-class quality for everyday work at half the price.

1.1M ctx$2.50/$15.00 per M
AI Output
All AI outputs

No captured outputs for these models yet.

Benchmarks
See rankings
AnthropicClaude Opus 4.8
Reasoning
AgenticInsufficient data
Sources:Epoch ECI·Epoch AI·Provider·OpenRouter· as of 2026-07-10
Capability
CapabilityECI89.2
Reasoning & Knowledge
Graduate Science91.0%Factual Recall39.5%
Math
Competition Math98.3%Research Math47.2%
Coding
Real-World Coding88.6%
Agentic
Terminal Tasks—Novel Reasoning72.1%
OpenAIGPT 5.6 Terra
Reasoning
CodingInsufficient data
MathInsufficient data
Sources:Provider·OpenRouter· as of 2026-07-11
Cheaper
Capability
Capability—
Reasoning & Knowledge
Graduate Science92.9%Factual Recall—
Math
Competition Math—Research Math—
Coding
Real-World Coding—
Agentic
Terminal Tasks87.4%Novel Reasoning—
Specs
AnthropicClaude Opus 4.8
1M
Context
128K
Max output
May 2026
Released
OpenAIGPT 5.6 Terra
1.1M
Context
128K
Max output
Jul 2026
Released
Capabilities
AnthropicClaude Opus 4.8
Vision
Audio
Reasoning
OpenAIGPT 5.6 Terra
Vision
Audio
Reasoning
Pricing
AnthropicClaude Opus 4.8
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 search$0.01/search
OpenAIGPT 5.6 Terra
Live pricing, shown before you run
Input$2.50/M tokens
Output$15.00/M tokens
Cache read$0.25/M tokens
Web search$0.01/search
Chat with Claude Opus 4.8Go to model
Chat with GPT 5.6 TerraGo to model
Frequently Asked Questions: Claude Opus 4.8 vs GPT 5.6 Terra▼

Which is better, Claude Opus 4.8 or GPT 5.6 Terra?

▼

Both Claude Opus 4.8 and GPT 5.6 Terra are capable AI models. The best choice depends on your specific use case: consider pricing, context window, speed, and which capabilities (vision, reasoning, audio) you need.

Which is cheaper, Claude Opus 4.8 or GPT 5.6 Terra?

▼

GPT 5.6 Terra has a lower blended cost. Claude Opus 4.8: $5.00 input / $25.00 output. GPT 5.6 Terra: $2.50 input / $15.00 output.

Which has a larger context window, Claude Opus 4.8 or GPT 5.6 Terra?

▼

GPT 5.6 Terra has a larger context window: Claude Opus 4.8 supports 1M tokens vs GPT 5.6 Terra at 1.1M tokens.

Do both Claude Opus 4.8 and GPT 5.6 Terra support vision?

▼

Yes, both Claude Opus 4.8 and GPT 5.6 Terra support vision/image input.

What are the key differences between Claude Opus 4.8 and GPT 5.6 Terra?

▼

Claude Opus 4.8 and GPT 5.6 Terra have similar overall capabilities. The main differences lie in pricing, context window size, and provider-specific strengths. Use this comparison page to review all metrics side by side.

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 GPT 5.6 Terra for free on idapt.app to see which performs better for your specific needs.

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