Llama 4 Scout (Groq) vs Claude Haiku 4.5 — LLM API Cost Comparison
Compare Llama 4 Scout (Groq) (Groq) vs Claude Haiku 4.5 (Anthropic) on cost per million tokens, context window, and monthly spend.
Prices verified 2026-05-23 · Pricing may change — use the calculator for current estimates
- Input
- $0.11/1M tokens
- Output
- $0.34/1M tokens
- Context
- 128K tokens
- Released
- 2025-10
Fastest LLM inference on Groq LPU; 594 tokens/sec
- Input
- $1/1M tokens
- Output
- $5/1M tokens
- Context
- 200K tokens
- Released
- 2025-10
Fastest Anthropic model; near-frontier intelligence
Monthly Cost by Usage Tier (70% input / 30% output ratio)
| Usage | Llama 4 Scout (Groq) | Claude Haiku 4.5 | Cheaper by |
|---|---|---|---|
| Light (1M tokens) | $0.179 | $2.20 | Llama 4 Scout (Groq) (92%) |
| Moderate (10M tokens) | $1.79 | $22.00 | Llama 4 Scout (Groq) (92%) |
| Heavy (100M tokens) | $17.90 | $220 | Llama 4 Scout (Groq) (92%) |
| Very Heavy (1B tokens) | $179 | $2,200 | Llama 4 Scout (Groq) (92%) |
Frequently Asked Questions
Which is cheaper — Llama 4 Scout (Groq) or Claude Haiku 4.5?
For input tokens, Llama 4 Scout (Groq) is cheaper at $0.11/1M tokens — 9.1× less than $1/1M. For output tokens, Llama 4 Scout (Groq) wins at $0.34/1M vs $5/1M. At heavy workloads (100M tokens/month), the cost difference can be significant.
What is the context window difference between Llama 4 Scout (Groq) and Claude Haiku 4.5?
Llama 4 Scout (Groq) supports 128,000 tokens per request; Claude Haiku 4.5 supports 200,000 tokens. Claude Haiku 4.5 wins on context length, making it better for long documents, large codebases, or extended conversations without chunking.
When should I choose Llama 4 Scout (Groq) over Claude Haiku 4.5?
Choose Llama 4 Scout (Groq) (Groq) if you prefer Groq's ecosystem, tooling, or reliability track record. Fastest LLM inference on Groq LPU; 594 tokens/sec. Choose Claude Haiku 4.5 (Anthropic) if Fastest Anthropic model; near-frontier intelligence. the price/performance fits your workload better. Use this calculator to find the break-even point for your exact token volume.
How much does 1 billion tokens cost on Llama 4 Scout (Groq) vs Claude Haiku 4.5?
At 700M input + 300M output tokens (1B total): Llama 4 Scout (Groq) costs $179; Claude Haiku 4.5 costs $2200. The difference is $2021/billion tokens at this 70/30 input/output ratio.