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Comparisons

Llama Guard 4 12B vs Qwen3.5 9B FP8

On provider list prices, Llama Guard 4 12B costs $0.20 per million input tokens against $0.17 for Qwen3.5 9B FP8: effectively level. Output is $0.20 against $0.25 (1.3x). On Allocate both bill at list plus the 7% transaction fee.

Llama Guard 4 12B Qwen3.5 9B FP8
LabMetaQwen
AccessOpen weightsOpen weights
Context window1M tokens256K tokens
List price, input$0.2 / M tokens$0.17 / M tokens
List price, output$0.2 / M tokens$0.25 / M tokens
Cached inputn/an/a
LicenseLlama communityNot listed
Fine-tunableYesYes

Specifications and provider list prices from the Allocate catalog, checked 2026-07-08. Billed price is list plus the 7% transaction fee.

What the numbers say

Take 1,000,000 requests a month at 1,200 input and 350 output tokens each. That workload costs $291.50 a month on Qwen3.5 9B FP8 and $310 on Llama Guard 4 12B at list: a gap of $18.50.

Llama Guard 4 12B reads 1M tokens per request against 256K for Qwen3.5 9B FP8, 4.0x the window. That decides which one can take whole documents without splitting them.

Qwen3.5 9B FP8$0.17$0.25
Llama Guard 4 12B$0.20$0.20
InputOutput

Choose Llama Guard 4 12B for

  • The longer context window (1M vs 256K tokens)
Llama Guard 4 12B details

Choose Qwen3.5 9B FP8 for

  • The lower list price ($0.17 in / $0.25 out per M tokens)
Qwen3.5 9B FP8 details

Common questions

Which is cheaper, Llama Guard 4 12B or Qwen3.5 9B FP8?

Qwen3.5 9B FP8, on this workload shape. At list prices it is $0.17/$0.25 per million tokens in and out against $0.20/$0.20 for Llama Guard 4 12B. Billed on Allocate: $0.18/$0.27 against $0.21/$0.21, list plus 7%.

Which has the bigger context window?

Llama Guard 4 12B: 1,048,576 tokens (1M) against 262,144 (256K) for Qwen3.5 9B FP8.

Can I fine-tune Llama Guard 4 12B or Qwen3.5 9B FP8?

Both publish open weights (Llama Guard 4 12B: Llama community; Qwen3.5 9B FP8: Not listed), so both can be fine-tuned. On Allocate the trained weights stay inside your boundary and belong to you.

Related comparisons

Llama Guard 4 12B vs Meta Llama 3 8B Instruct ReferenceLlama Guard 4 12B vs Meta Llama 3.1 8BLlama Guard 4 12B vs Meta Llama 3 8B InstructQwen3.5 9B FP8 vs Meta Llama 3 8B Instruct ReferenceLlama Guard 4 12B vs Ministral 3 14B Instruct 2512Llama Guard 4 12B vs Mistral (7B) Instruct v0.1

Run the numbers on your workload

LLM price comparisonAgent cost calculatorLlama Guard 4 12BQwen3.5 9B FP8

Or don’t choose. On Allocate a route name is the contract: point yours at one model today, swap to the other tomorrow, and compare them on your live traffic with per-token metering.

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