Meta: Llama 4 Scout vs Qwen: Qwen3 Coder 480B A35B
Compare real-world API costs for Meta: Llama 4 Scout ($0.1/$0.3) vs Qwen: Qwen3 Coder 480B A35B ($0.3/$1). Calculate Prompt Caching ROI & Batch API savings.
Meta: Llama 4 Scout
- Base Input Rate
- $0.10 / 1M
- Output Rate
- $0.30 / 1M
- Prompt Cache Read
- $0.10 / 1M (-0%)
- Cache Write Surcharge
- $0.00 (Free write)
- Batch API Discount
- Not Supported
- Context Window
- 1,310.72k tokens
- Quality Index (MMLU)
- 78
Qwen: Qwen3 Coder 480B A35B
- Base Input Rate
- $0.30 / 1M
- Output Rate
- $1.00 / 1M
- Prompt Cache Read
- $0.10 / 1M (-66.67%)
- Cache Write Surcharge
- $0.00 (Free write)
- Batch API Discount
- -40% Off
- Context Window
- 262.144k tokens
- Quality Index (MMLU)
- 78
Prompt Caching ROI & Write Surcharge Break-Even Analysis
Prompt caching drastically reduces input token costs for static prefixes like system prompts, tool schemas, and document chunks. Compare caching mechanisms between Meta: Llama 4 Scout and Qwen: Qwen3 Coder 480B A35B:
Meta: Llama 4 Scout Caching Profile-0% read discount
- Cached Read Price: $0.100 per 1M tokens.
- Write Surcharge: $0.00 (automatic caching with zero write penalty).
- Minimum Cache Prefix: 1,024 tokens.
- Amortization Rule: Immediate net savings from first cached read call.
Qwen: Qwen3 Coder 480B A35B Caching Profile-66.67% read discount
- Cached Read Price: $0.100 per 1M tokens.
- Write Surcharge: $0.00 (automatic caching with zero write penalty).
- Minimum Cache Prefix: 1,024 tokens.
- Amortization Rule: Immediate net savings from first cached read call.
Batch API 50% Discount Offload vs Real-Time SLA
Asynchronous Batch APIs cut total token expenditures in half (50% off input and output) in exchange for non-realtime execution (up to 24-hour turnaround SLA).
| Model / Architecture | Standard Input / Output | Batch 50% Off Input / Output | Turnaround SLA | Optimal Use Cases |
|---|---|---|---|---|
| Meta: Llama 4 Scout | $0.10 / $0.30 | Standard on-demand rate | Instant real-time | Bulk evaluation, dataset labeling, background summarization |
| Qwen: Qwen3 Coder 480B A35B | $0.30 / $1.00 | $0.15 / $0.50 (-50%) | 24 Hours max (typically 30m - 2h) | Offline document translation, embedding backfills, test suites |
Context Window Escalation & Tiered Pricing Architecture
Massive context windows allow ingesting entire repositories or books, but pricing models differ drastically between flat-rate vendors and tiered step-up pricing.
Provides a 1,310.72k token context window with a maximum output limit of 16.384k tokens.✓ Flat-rate billing across all prompt sizes up to max context ceiling.
Provides a 262.144k token context window with a maximum output limit of 65.536k tokens.✓ Flat-rate billing across all prompt sizes up to max context ceiling.
Real-World Production Scenarios: Monthly Spend Projections
Pre-computed monthly engineering bill projections across 3 representative enterprise application workloads:
RAG Knowledge Base & Enterprise Search
100,000 queries/month, 3,500 input tokens (system + 5 retrieved chunks), 400 output tokens, 75% prompt cache hit rate.
Multi-Turn Coding Agent & ReAct Loops
25,000 tasks/month, 8,000 input tokens (accumulating conversation context & tool schemas), 1,200 output tokens, 85% cache hit rate.
High-Throughput Offline Data Extraction
500,000 records/month, 1,500 input tokens, 250 output tokens, 100% batch offload (24-hour turnaround SLA).
Meta: Llama 4 Scout vs Qwen: Qwen3 Coder 480B A35B
エンタープライズの代表的な3大ユースケース（RAG検索、コーディングAgent、バッチ抽出）で精密試算：
月間推定削減額
Frequently Asked Questions: Meta: Llama 4 Scout vs Qwen: Qwen3 Coder 480B A35B
Authoritative answers on API rate limits, pricing math, break-even thresholds, and architectural migration.
1Which model is cheaper overall: Meta: Llama 4 Scout or Qwen: Qwen3 Coder 480B A35B?
At base pricing, Meta: Llama 4 Scout costs $0.1/1M input and $0.3/1M output, while Qwen: Qwen3 Coder 480B A35B costs $0.3/1M input and $1/1M output. The cheaper option depends on your input-to-output token ratio and whether prompt caching or batch discounts are utilized.
2How does Prompt Caching impact the cost of Meta: Llama 4 Scout vs Qwen: Qwen3 Coder 480B A35B?
Meta: Llama 4 Scout offers a 0% read discount ($0.1/1M), whereas Qwen: Qwen3 Coder 480B A35B provides a 66.67% read discount ($0.1/1M). High cache hit ratios (>70%) significantly compress the cost delta in agentic and RAG architectures.
3Can I use Batch API with Meta: Llama 4 Scout or Qwen: Qwen3 Coder 480B A35B to save 50%?
Meta: Llama 4 Scout does not have a native 50% batch endpoint. Qwen: Qwen3 Coder 480B A35B supports 50% batch discounts.
4What are the context window limits and tiered pricing rules for Meta: Llama 4 Scout vs Qwen: Qwen3 Coder 480B A35B?
Meta: Llama 4 Scout features a 1,310.72k context window with flat per-token pricing. In comparison, Qwen: Qwen3 Coder 480B A35B supports 262.144k tokens with flat per-token pricing.