GPT-5.4 vs GPT Realtime 2
GPT-5.4 and GPT Realtime 2 are both current openai production-tier models. GPT-5.4 is meaningfully cheaper at $2.5 / $15 per 1M. GPT-5.4 has a 400k context window — about 3× the 128k of GPT Realtime 2. GPT-5.4 leads on coding, reasoning, general knowledge.
Specs side by side
| Metric | OpenAI GPT-5.4 | OpenAI GPT Realtime 2 |
|---|---|---|
| Input price (per 1M) | $2.5 | $4 |
| Output price (per 1M) | $15 | $24 |
| Context window | 400k tokens | 128k tokens |
| Speed tier | balanced | ultra |
| Open weights | No | No |
| EU region | Yes | Yes |
| Free tier | No | No |
| Prompt caching | Yes | No |
| Vision input | Yes | No |
| Extended thinking | Yes | No |
When to choose each
Choose GPT-5.4 if…
- You need 400k context (3× 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
Choose GPT Realtime 2 if…
- Low latency matters (ultra vs balanced)
- You need realtime speech-to-speech
Benchmark delta
GPT-5.4 leads on
- Coding
- Reasoning
- General knowledge
- Long-context retrieval
- Instruction following
- Multilingual
- Tool use
GPT Realtime 2 leads on
GPT Realtime 2 has no meaningful benchmark lead in this pair.
FAQ — GPT-5.4 vs GPT Realtime 2
GPT-5.4 vs GPT Realtime 2 — which is better?
GPT-5.4 and GPT Realtime 2 are both current openai production-tier models. GPT-5.4 is meaningfully cheaper at $2.5 / $15 per 1M. GPT-5.4 has a 400k context window — about 3× the 128k of GPT Realtime 2. GPT-5.4 leads on coding, reasoning, general knowledge. The right pick depends on your use case — see "When to choose each" above for a data-driven decision.
How does GPT-5.4 pricing compare to GPT Realtime 2?
GPT-5.4 costs $2.5 / $15 per 1M vs GPT Realtime 2 at $4 / $24 per 1M. GPT-5.4 is cheaper on output tokens by roughly 60%. Both support prompt caching, which reduces effective cost by 80-90% on repeat system prompts.
Does GPT-5.4 or GPT Realtime 2 have the bigger context window?
GPT-5.4 has a 400k-token context window — 3× the 128k context of GPT Realtime 2. Enough for long reports and multi-document analysis.
Is there a free tier for GPT-5.4 or GPT Realtime 2?
GPT-5.4: no — Free $5 credit for new accounts; paid thereafter. GPT Realtime 2: no — Paid-only.
Which is better for coding — GPT-5.4 or GPT Realtime 2?
GPT-5.4 leads on coding benchmarks (GPT-5.4: 93/100, GPT Realtime 2: 78/100). For production coding agents also weigh tool-use performance — GPT-5.4 scores 93, GPT Realtime 2 scores 84.