GPT-6 Astra vs GPT-5.6 Sol

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

GPT-6 Astra
OpenAI
AI Mastery Index96.7
LMSYS Arena1496
Technical (MMLU-Pro)95.8%
Cost per 1M Tokens$10
GPT-5.6 Sol
OpenAI
AI Mastery Index95.7
LMSYS Arena1483
Technical (MMLU-Pro)95.1%
Cost per 1M Tokens$4

Which should you use?

GPT-6 Astra leads on the composite index by 1 points (96.7 vs 95.7).

Their Arena Elo differs by only 13 points, inside the confidence intervals the public board reports, so human preference does not separate them.

Cost is the sharper difference: GPT-6 Astra is 2.5x the input price of GPT-5.6 Sol ($10 against $4 per 1M), so at volume the choice is usually decided by budget rather than benchmarks.

Pick GPT-6 Astra when

  • Higher composite index — 96.7 against 95.7, a gap of 1 points.
  • Stronger on MMLU-Pro: 95.8% against 95.1%.

Pick GPT-5.6 Sol when

  • Cheaper input tokens — $4 against $10 per 1M, so GPT-6 Astra costs 2.5x as much to feed.
  • Better value per point of measured capability: $0.042 per index point against $0.103.

Value per point of measured capability, at list input pricing: GPT-5.6 Sol $0.042 · GPT-6 Astra $0.103 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.

Our reporting on OpenAI