GPT-5.5 Instant vs Llama Guard 4 12B
GPT-5.5 Instant (2026) and Llama Guard 4 12B (2025) are general-purpose language models from OpenAI and AI at Meta. GPT-5.5 Instant ships a 400K-token context window, while Llama Guard 4 12B ships a 164K-token context window. On pricing, Llama Guard 4 12B costs $0.18/1M input tokens versus $1.5/1M for the alternative. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit.
Llama Guard 4 12B is ~733% cheaper at $0.18/1M; pay for GPT-5.5 Instant only for coding workflow support.
Specs
| Specification | ||
|---|---|---|
| Released | 2026-05-05 | 2025-04-05 |
| Context window | 400K | 164K |
| Parameters | — | — |
| Architecture | decoder only | decoder only |
| License | Proprietary | Open Source |
| Knowledge cutoff | 2025-08 | - |
Pricing and availability
| Pricing attribute | GPT-5.5 Instant | Llama Guard 4 12B |
|---|---|---|
| Input price | $1.5/1M tokens | $0.18/1M tokens |
| Output price | $6/1M tokens | $0.18/1M tokens |
| Providers |
Capabilities
| Capability | GPT-5.5 Instant | Llama Guard 4 12B |
|---|---|---|
| Vision | Yes | No |
| Multimodal | Yes | No |
| Reasoning | No | No |
| Function calling | Yes | No |
| Tool use | Yes | No |
| Structured outputs | Yes | Yes |
| Code execution | Yes | No |
Benchmarks
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on vision: GPT-5.5 Instant, multimodal input: GPT-5.5 Instant, function calling: GPT-5.5 Instant, tool use: GPT-5.5 Instant, and code execution: GPT-5.5 Instant. Both models share structured outputs, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.
For cost, GPT-5.5 Instant lists $1.5/1M input and $6/1M output tokens, while Llama Guard 4 12B lists $0.18/1M input and $0.18/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts Llama Guard 4 12B lower by about $2.67 per million blended tokens. Availability is 1 providers versus 3, so concentration risk also matters.
Choose GPT-5.5 Instant when coding workflow support and larger context windows are central to the workload. Choose Llama Guard 4 12B when provider fit, lower input-token cost, and broader provider choice are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions.
FAQ
Which has a larger context window, GPT-5.5 Instant or Llama Guard 4 12B?
GPT-5.5 Instant supports 400K tokens, while Llama Guard 4 12B supports 164K tokens. That gap matters most for long documents, large codebases, retrieval-heavy agents, and conversations where earlier context must remain visible.
Which is cheaper, GPT-5.5 Instant or Llama Guard 4 12B?
Llama Guard 4 12B is cheaper on tracked token pricing. GPT-5.5 Instant costs $1.5/1M input and $6/1M output tokens. Llama Guard 4 12B costs $0.18/1M input and $0.18/1M output tokens. Provider discounts or batch pricing can still change the final bill.
Is GPT-5.5 Instant or Llama Guard 4 12B open source?
GPT-5.5 Instant is listed under Proprietary. Llama Guard 4 12B is listed under Open Source. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.
Which is better for vision, GPT-5.5 Instant or Llama Guard 4 12B?
GPT-5.5 Instant has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.
Which is better for multimodal input, GPT-5.5 Instant or Llama Guard 4 12B?
GPT-5.5 Instant has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run GPT-5.5 Instant and Llama Guard 4 12B?
GPT-5.5 Instant is available on OpenAI API. Llama Guard 4 12B is available on NVIDIA NIM, Replicate API, and OpenRouter. Provider coverage can affect latency, region availability, compliance posture, and fallback options.
Continue comparing
Last reviewed: 2026-05-11. Data sourced from public model cards and provider documentation.