1M+ Context High-Speed RAG
Llama 4 Scout (10M Context MoE) Saves 23%
Synced 2026-10-19
Llama 4 Scout (10M Context MoE) vs Gemini 2.0 Flash API Cost Calculator
Side-by-side FinOps unit economics audit comparing Llama 4 Scout (10M Context MoE) (Groq) against Gemini 2.0 Flash (Google). Switching or hybrid-routing 80% of traffic to Llama 4 Scout (10M Context MoE) cuts blended token spend by 23% and saves $540.00/mo ($6,480/yr) at 10,000 DAU.
Cost Efficiency Winner
Llama 4 Scout (10M Context MoE)
$0.135/1M blended tokens (23% lower than Gemini 2.0 Flash at $0.175/1M)
10,000 DAU Monthly Delta
$540.00/mo
Saves $6,480/year on 12.6B input + 2.88B output tokens/mo
Throughput & Latency Winner
Llama 4 Scout (10M Context MoE)
590 tok/s streaming speed (110ms TTFT)
1. Side-by-Side Token Pricing, Context Window & Speed Matrix
Exact API pricing per 1 Million tokens (Input, Output, and Prompt Cache Read), maximum context window, and real-world streaming throughput.
| FinOps Metric | Llama 4 Scout (10M Context MoE) (Groq) | Gemini 2.0 Flash (Google) | Arbitrage Advantage |
|---|---|---|---|
| Input Price (per 1M tokens) | $0.08 / 1M | $0.10 / 1M | Llama 4 Scout (10M Context MoE) (1.3x cheaper) |
| Output Price (per 1M tokens) | $0.30 / 1M | $0.40 / 1M | Llama 4 Scout (10M Context MoE) (1.3x cheaper) |
| Cached Input Read (per 1M) | $0.04 / 1M | $0.025 / 1M | Prompt Cache Hit Discount Ready |
| Blended 3:1 RAG Rate (per 1M) | $0.135 / 1M | $0.175 / 1M | 23% savings with Llama 4 Scout (10M Context MoE) |
| Context Window / Max Output | 1.3M (1,310,720) / 16K out | 1.0M (1,048,576) / 8K out | Llama 4 Scout (10M Context MoE) larger context |
| Streaming Speed & TTFT | 590 tok/s (110ms TTFT) | 195 tok/s (185ms TTFT) | Llama 4 Scout (10M Context MoE) faster generation |
| Capabilities (Tools / Vision / Cache) | Tools: Yes · Vision: Yes · Cache: Yes | Tools: Yes · Vision: Yes · Cache: Yes | JSON Mode: Both Supported |
2. Monthly SaaS Cloud Bill Simulation (1,000 DAU / 10,000 DAU / 50,000 DAU)
Simulated monthly API spend for a production AI SaaS application (12 requests per active user/day, 3,500 input tokens + 800 output tokens per turn, 30 days/month).
| SaaS Scale Tier | Monthly Token Volume | Llama 4 Scout (10M Context MoE) Monthly Bill | Gemini 2.0 Flash Monthly Bill | Monthly Savings (Llama 4 Scout (10M Context MoE)) |
|---|---|---|---|---|
| 1,000 DAU (Seed / MVP) | 1.26B in / 288M out | $187.20/mo | $241.20/mo | Save $54.00/mo |
| 10,000 DAU (Growth SaaS) | 12.6B in / 2.88B out | $1,872/mo | $2,412/mo | Save $540.00/mo ($6,480/yr) |
| 50,000 DAU (Enterprise Scale) | 63.0B in / 14.4B out | $9,360/mo | $12,060/mo | Save $2,700/mo |
3. Prompt Caching Savings Math (At 10,000 DAU Workload)
Long system prompts, RAG document context, and multi-turn agent histories qualify for automatic or explicit prompt caching. Here is how cache hit rates change your monthly cloud bill:
| Prompt Cache Hit Rate | Llama 4 Scout (10M Context MoE) (Read @ $0.04/1M) | Gemini 2.0 Flash (Read @ $0.025/1M) | Combined Hybrid Router + 75% Cache |
|---|---|---|---|
| 0% Cache Hit (Cold Prompts) | $1,872/mo | $2,412/mo | $2,304/mo |
| 50% Cache Hit (Standard Chat) | $1,620/mo | $1,940/mo | $1,684/mo |
| 75% Cache Hit (Production Agent/RAG) | $1,494/mo | $1,703/mo | $1,536/mo |
| 90% Cache Hit (Heavy Document Context) | $1,418/mo | $1,562/mo | $1,447/mo |
4. Multi-Provider Host Arbitrage Table
Don't overpay default gateway markups. Compare verified inference hosts for both Llama 4 Scout (10M Context MoE) and Gemini 2.0 Flash sorted by lowest blended cost:
| Model | Inference Host / Gateway | Input / 1M | Output / 1M | Cache Read / 1M | Speed | Deploy / Credits Link |
|---|---|---|---|---|---|---|
| Llama 4 Scout (10M Context MoE) | DeepInfra Cheapest Host | $0.08 | $0.30 | $0.04 | 185 tok/s | Deploy (Get $50 Free API Credits) → |
| Llama 4 Scout (10M Context MoE) | Groq LPU (590 tok/s) | $0.11 | $0.34 | $0.055 | 590 tok/s | Deploy (500+ tok/s LPU Free Tier) → |
| Gemini 2.0 Flash | Google Vertex / AI Studio | $0.10 | $0.40 | $0.025 | 195 tok/s | Deploy (Up to 2M Context Window) → |
| Gemini 2.0 Flash | OpenRouter | $0.10 | $0.40 | $0.025 | 190 tok/s | Deploy (Unified API for 470+ Models) → |
| Llama 4 Scout (10M Context MoE) | Together AI | $0.18 | $0.59 | $0.09 | 195 tok/s | Deploy ($25 Free Inference Credits) → |
5. Frequently Asked Questions (Llama 4 Scout (10M Context MoE) vs Gemini 2.0 Flash)
Is Llama 4 Scout (10M Context MoE) or Gemini 2.0 Flash cheaper per 1M tokens in production?
Llama 4 Scout (10M Context MoE) is 23% cheaper on a blended 3:1 input-to-output production workload ($0.135/1M blended vs $0.175/1M for Gemini 2.0 Flash). Llama 4 Scout (10M Context MoE) charges $0.08/1M input and $0.30/1M output, while Gemini 2.0 Flash charges $0.10/1M input and $0.40/1M output.
How much does Llama 4 Scout (10M Context MoE) vs Gemini 2.0 Flash cost at 10,000 Daily Active Users (DAU)?
At 10,000 DAU (360,000 requests/day at 3,500 input + 800 output tokens), Llama 4 Scout (10M Context MoE) costs $1,872/month uncached ($1,494/mo with 75% prompt cache hits), whereas Gemini 2.0 Flash costs $2,412/month uncached ($1,703/mo with 75% prompt cache hits). Routing to Llama 4 Scout (10M Context MoE) saves $540.00/month ($6,480/year).
How much does Prompt Caching save on Llama 4 Scout (10M Context MoE) vs Gemini 2.0 Flash?
Llama 4 Scout (10M Context MoE) offers cached input reads at $0.04/1M tokens, while Gemini 2.0 Flash offers cached reads at $0.025/1M tokens. At a 75% system-prompt/RAG cache hit rate, Llama 4 Scout (10M Context MoE) monthly spend drops from $1,872 to $1,494, and Gemini 2.0 Flash drops from $2,412 to $1,703.
Which model has faster token generation speed and larger context: Llama 4 Scout (10M Context MoE) or Gemini 2.0 Flash?
Llama 4 Scout (10M Context MoE) delivers higher throughput at 590 tokens/sec (TTFT 110ms) compared to 195 tokens/sec. For context window, Llama 4 Scout (10M Context MoE) supports 1.3M tokens (1,310,720) while Gemini 2.0 Flash supports 1.0M tokens (1,048,576).
6. Related FinOps Comparisons & Model Calculators
Llama 4 Scout (10M Context MoE) Pricing Calculator
Full host arbitrage & DAU cost breakdown →
Gemini 2.0 Flash Pricing Calculator
Full host arbitrage & DAU cost breakdown →
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