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text model comparison

GPT-5.6 Luna vs GPT-6 Luna

GPT-5.6 Luna and GPT-6 Luna are both current text models, from OpenAI. GPT-6 Luna is 50% cheaper per 1M input tokens than GPT-5.6 Luna, $0.10 vs $0.20. On Arena Text, GPT-5.6 Luna scores 1452 Elo and GPT-6 Luna 1443 Elo (Arena, measured October 8, 2026). Both accept 1,050,000 tokens of context.

Data verified October 12, 2026 · Dataset 2026-10-12

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Side by side

Standard-tier prices in effect today. The better value in each row is highlighted.

FactGPT-5.6 LunaGPT-6 Luna
Price per 1M input tokens$0.20$0.10 (better)
Price per 1M output tokens$1.20$0.50 (better)
Cost of 10M input and 2M output tokens$4.40$2 (better)
Arena Text1452 Elo (#29 of 39) (better)1443 Elo (#31 of 39)
GPQA Diamond91.6% (#19 of 37) (better)90.5% (#23 of 37)
FrontierMath Tiers 1-3 (v2)82.1% (#12 of 37) (better)78.9% (#14 of 37)
SimpleQA Verified41% (#26 of 34)41.4% (#25 of 34) (better)
ProviderOpenAIOpenAI
Release dateJuly 9, 2026September 22, 2026
AccessAPI onlyAPI only
Context window1,050,000 tokens1,050,000 tokens
Max output128,000 tokens128,000 tokens
Inputtext, imagetext, image
Outputtexttext

Scores:Arena · 2026-10-12Epoch AI · 2026-10-12

Open both in the interactive comparison

When to choose each

GPT-5.6 Luna

Best for

  • High-volume API evaluation with published low token prices
  • Subagents and batch reasoning where cost per call dominates

Watch out for

  • Not in the pinned LiveBench snapshot; its independent scores here come from Epoch AI's own GPQA Diamond, FrontierMath and SimpleQA Verified runs
Full GPT-5.6 Luna profile

GPT-6 Luna

Best for

  • High-volume summarisation, extraction and routing
  • Long-context budget work, where the 272k threshold is more forgiving than Haiku 5.5's 100k

Watch out for

  • Prompts over 272,000 tokens are rebilled at $0.20 input and $0.75 output for the whole request
  • A twentieth of GPT-6 Sol's price reflects a capability gap, not a discount on the same model
Full GPT-6 Luna profile

GPT-5.6 Luna vs GPT-6 Luna FAQ

Which is cheaper, GPT-5.6 Luna or GPT-6 Luna?

GPT-6 Luna is 50% cheaper per 1M input tokens than GPT-5.6 Luna, $0.10 vs $0.20. For 10M input and 2M output tokens, GPT-5.6 Luna costs $4.40 and GPT-6 Luna $2 at standard rates.

Which scores higher on independent benchmarks, GPT-5.6 Luna or GPT-6 Luna?

GPT-5.6 Luna leads on Arena Text, 1452 Elo to 1443 Elo; GPT-5.6 Luna leads on GPQA Diamond, 91.6% to 90.5%; GPT-5.6 Luna leads on FrontierMath Tiers 1-3 (v2), 82.1% to 78.9%. Scores are independent evaluations, not either vendor's launch figures.

Which has the larger context window, GPT-5.6 Luna or GPT-6 Luna?

Both accept 1,050,000 tokens of context.

Production evaluation

Choosing between GPT-5.6 Luna and GPT-6 Luna?

Public benchmarks narrow the shortlist. We run both on your own tasks, data and cost limits, then build the routing and review controls to run the winner in production.

  • A head-to-head evaluation on your real workload
  • Routing between models by cost and difficulty