GPT-5.6 Luna vs GPT Realtime 2

GPT-5.6 Luna and GPT Realtime 2 are both current openai production-tier models. GPT-5.6 Luna is meaningfully cheaper at $1 / $6 per 1M. GPT-5.6 Luna has a 1.1M context window — about 8× the 128k of GPT Realtime 2. GPT-5.6 Luna leads on coding, reasoning, long-context retrieval.

Specs side by side

Metric
OpenAI
GPT-5.6 Luna
OpenAI
GPT Realtime 2
Input price (per 1M)$1$4
Output price (per 1M)$6$24
Context window1.1M tokens128k tokens
Speed tierfastultra
Open weightsNoNo
EU regionYesYes
Free tierNoNo
Prompt cachingYesNo
Vision inputYesNo
Extended thinkingYesNo

When to choose each

OpenAI

Choose GPT-5.6 Luna if…

  • Cost is a priority ($1 / $6 per 1M vs $4 / $24 per 1M)
  • You need 1.1M context (8× more than GPT Realtime 2)
  • HIPAA eligibility is required
  • You need image input / vision
  • Coding is central to your workload
  • Reasoning is central to your workload
OpenAI

Choose GPT Realtime 2 if…

  • You need realtime speech-to-speech

Benchmark delta

GPT-5.6 Luna leads on

  • Coding
  • Reasoning
  • Long-context retrieval

GPT Realtime 2 leads on

GPT Realtime 2 has no meaningful benchmark lead in this pair.

FAQ — GPT-5.6 Luna vs GPT Realtime 2

GPT-5.6 Luna vs GPT Realtime 2 — which is better?

GPT-5.6 Luna and GPT Realtime 2 are both current openai production-tier models. GPT-5.6 Luna is meaningfully cheaper at $1 / $6 per 1M. GPT-5.6 Luna has a 1.1M context window — about 8× the 128k of GPT Realtime 2. GPT-5.6 Luna leads on coding, reasoning, long-context retrieval. The right pick depends on your use case — see "When to choose each" above for a data-driven decision.

How does GPT-5.6 Luna pricing compare to GPT Realtime 2?

GPT-5.6 Luna costs $1 / $6 per 1M vs GPT Realtime 2 at $4 / $24 per 1M. GPT-5.6 Luna is cheaper on output tokens by roughly 300%. Both support prompt caching, which reduces effective cost by 80-90% on repeat system prompts.

Does GPT-5.6 Luna or GPT Realtime 2 have the bigger context window?

GPT-5.6 Luna has a 1.1M-token context window — 8× the 128k context of GPT Realtime 2. Enough for entire codebases, books, or multi-document RAG.

Is there a free tier for GPT-5.6 Luna or GPT Realtime 2?

GPT-5.6 Luna: no — Low-cost at $1/$6 per 1M; starter credits only. GPT Realtime 2: no — Paid-only.

Which is better for coding — GPT-5.6 Luna or GPT Realtime 2?

GPT-5.6 Luna leads on coding benchmarks (GPT-5.6 Luna: 85/100, GPT Realtime 2: 78/100). For production coding agents also weigh tool-use performance — GPT-5.6 Luna scores 87, GPT Realtime 2 scores 84.