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GPT-5.6 vs Claude Opus 4.8

Two flagship models head to head for high-stakes coding and agentic work

GPT-5.6 Sol and Claude Opus 4.8 are the current top-tier models from OpenAI and Anthropic. Both cost $5 per million input tokens and target complex reasoning and agentic coding. The comparison turns on the $5 output price gap, benchmark differences, and which step of a workflow each model earns its place on.

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The contenders

Each pick links through to its full Directories entry.

L Models

GPT-5.6 Sol

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GPT-5.6 Sol is the flagship model in OpenAI's GPT-5.6 series. It is suited for complex reasoning, coding, and agentic workflows, and is particularly strong at command-line and mult

Best for: Engineering teams building multi-step coding agents and agentic command-line runs inside the OpenAI ecosystem, where the three-tier Sol/Terra/Luna family lets them route by cost without switching providers.
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L Models

Claude Opus 4.8

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Claude Opus 4.8 is Anthropic's most capable generally available model in the Opus family. It supports text, image, and file inputs with text output, with reasoning support and a 1M

Best for: Teams doing high-stakes reasoning, long-document analysis, and production agentic work where a lower hallucination profile and a $5 lower output price per million tokens both matter.
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Side by side

Same criteria, three answers. The verdict is opinionated and lives below the table.

Criterion GPT-5.6 SolClaude Opus 4.8
Input / output price per 1M tokens $5 / $30$5 / $25
Context window 1,050,000 tokens1,000,000 tokens
Released July 9, 2026May 27, 2026
Intelligence Index (Artificial Analysis, July 2026) 58.955.7
Coding Index (Artificial Analysis, July 2026) 77.474.3
Agentic Index (Artificial Analysis, July 2026) 54.047.2
Model family and cost routing Flagship of a three-tier family: Sol, Terra, Luna. Route down to Terra or Luna for high-volume steps while staying inside one provider.Sits above Claude Sonnet 5 in the Anthropic stack. Route down to Sonnet 5 at $2/$10 for volume steps; reserve Opus 4.8 for steps where accuracy is non-negotiable.
Best suited for Multi-step coding pipelines, command-line agentic tasks, and tool-calling chains where the higher agentic benchmark score translates to fewer mid-run failures.Structured reasoning, contract review, long-document analysis, and production work where the model has a longer evaluation track record.

Verdict

Both models share a $5 input price, so the comparison starts with output cost: GPT-5.6 Sol at $30 per million output tokens versus Claude Opus 4.8 at $25. GPT-5.6 Sol leads on every Artificial Analysis benchmark: Intelligence Index 58.9 vs 55.7, Coding Index 77.4 vs 74.3, and Agentic Index 54.0 vs 47.2. The agentic gap is the most meaningful, since it is where Sol earns its higher price on multi-step runs with tool calling and execution loops.

Claude Opus 4.8 has been in production since May 2026 and has more real-world evaluation data than Sol's July 9 launch date allows. Teams using it on contract analysis, long-document summarization, and structured output generation report consistent accuracy with a low hallucination rate. GPT-5.6 Sol ships as part of a three-tier family (Sol, Terra, Luna), so routing to a cheaper tier for lower-stakes steps is built into the provider, which simplifies multi-tier routing for OpenAI shops.

Put GPT-5.6 Sol on the steps where the agentic and coding benchmark leads matter: multi-step code generation, command-line agent loops, and tool-calling chains where mid-run failures are expensive. Put Claude Opus 4.8 on the steps where structured output accuracy and a longer production track record are the deciding factors. The $5 output price difference per million tokens means Claude Opus 4.8 is the better default on every step where both models would produce equivalent output.

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