GPT-5.6 Terra vs GPT-5.5 Pro

Head-to-head technical comparison of intelligence, capabilities, and API pricing.

GPT-5.6 Terra
OpenAI
AI Mastery Index93.9
LMSYS Arena1470
Technical (MMLU-Pro)93.5%
Cost per 1M Tokens$2
GPT-5.5 Pro
OpenAI
AI Mastery Index94.2
LMSYS Arena1468
Technical (MMLU-Pro)94.2%
Cost per 1M Tokens$30

Which should you use?

GPT-5.6 Terra supersedes GPT-5.5 Pro in OpenAI's line-up, so this is an upgrade question rather than a bake-off.

GPT-5.6 Terra is also cheaper — $2 against $30 per 1M input tokens — so staying on GPT-5.5 Pro costs more for less.

Their Arena Elo differs by only 2 points, inside the confidence intervals the public board reports, so human preference does not separate them.

Cost is the sharper difference: GPT-5.5 Pro is 15x the input price of GPT-5.6 Terra ($30 against $2 per 1M), so at volume the choice is usually decided by budget rather than benchmarks.

Pick GPT-5.6 Terra when

  • Cheaper input tokens — $2 against $30 per 1M, so GPT-5.5 Pro costs 15x as much to feed.
  • Better value per point of measured capability: $0.021 per index point against $0.318.

Pick GPT-5.5 Pro when

  • Stronger on MMLU-Pro: 94.2% against 93.5%.

Value per point of measured capability, at list input pricing: GPT-5.6 Terra $0.021 · GPT-5.5 Pro $0.318 per index point. Run your own token mix through the token cost calculator — a comparison at list price ignores caching and batch discounts, which move real bills more than this gap does.

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