AWS Bedrock vs Vertex AI Long-Context
Amazon Nova Pro v1 Saves 36%
Synced 2026-10-19
Amazon Nova Pro v1 vs Gemini 1.5 Pro (2M Context) API Cost Calculator
Side-by-side FinOps unit economics audit comparing Amazon Nova Pro v1 (OpenRouter) against Gemini 1.5 Pro (2M Context) (Google). Switching or hybrid-routing 80% of traffic to Amazon Nova Pro v1 cuts blended token spend by 36% and saves $10,854/mo ($130,248/yr) at 10,000 DAU.
Cost Efficiency Winner
Amazon Nova Pro v1
$1.40/1M blended tokens (36% lower than Gemini 1.5 Pro (2M Context) at $2.19/1M)
10,000 DAU Monthly Delta
$10,854/mo
Saves $130,248/year on 12.6B input + 2.88B output tokens/mo
Throughput & Latency Winner
Amazon Nova Pro v1
118 tok/s streaming speed (280ms 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 | Amazon Nova Pro v1 (OpenRouter) | Gemini 1.5 Pro (2M Context) (Google) | Arbitrage Advantage |
|---|---|---|---|
| Input Price (per 1M tokens) | $0.80 / 1M | $1.25 / 1M | Amazon Nova Pro v1 (1.6x cheaper) |
| Output Price (per 1M tokens) | $3.20 / 1M | $5.00 / 1M | Amazon Nova Pro v1 (1.6x cheaper) |
| Cached Input Read (per 1M) | $0.20 / 1M | $0.313 / 1M | Prompt Cache Hit Discount Ready |
| Blended 3:1 RAG Rate (per 1M) | $1.40 / 1M | $2.19 / 1M | 36% savings with Amazon Nova Pro v1 |
| Context Window / Max Output | 300K (300,000) / 5K out | 2.1M (2,097,152) / 8K out | Gemini 1.5 Pro (2M Context) larger context |
| Streaming Speed & TTFT | 118 tok/s (280ms TTFT) | 88 tok/s (360ms TTFT) | Amazon Nova Pro v1 faster generation |
| Capabilities (Tools / Vision / Cache) | Tools: No · 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 | Amazon Nova Pro v1 Monthly Bill | Gemini 1.5 Pro (2M Context) Monthly Bill | Monthly Savings (Amazon Nova Pro v1) |
|---|---|---|---|---|
| 1,000 DAU (Seed / MVP) | 1.26B in / 288M out | $1,930/mo | $3,015/mo | Save $1,085/mo |
| 10,000 DAU (Growth SaaS) | 12.6B in / 2.88B out | $19,296/mo | $30,150/mo | Save $10,854/mo ($130,248/yr) |
| 50,000 DAU (Enterprise Scale) | 63.0B in / 14.4B out | $96,480/mo | $150,750/mo | Save $54,270/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 | Amazon Nova Pro v1 (Read @ $0.20/1M) | Gemini 1.5 Pro (2M Context) (Read @ $0.313/1M) | Combined Hybrid Router + 75% Cache |
|---|---|---|---|
| 0% Cache Hit (Cold Prompts) | $19,296/mo | $30,150/mo | $27,979/mo |
| 50% Cache Hit (Standard Chat) | $15,516/mo | $24,244/mo | $17,262/mo |
| 75% Cache Hit (Production Agent/RAG) | $13,626/mo | $21,291/mo | $15,159/mo |
| 90% Cache Hit (Heavy Document Context) | $12,492/mo | $19,519/mo | $13,897/mo |
4. Multi-Provider Host Arbitrage Table
Don't overpay default gateway markups. Compare verified inference hosts for both Amazon Nova Pro v1 and Gemini 1.5 Pro (2M Context) sorted by lowest blended cost:
| Model | Inference Host / Gateway | Input / 1M | Output / 1M | Cache Read / 1M | Speed | Deploy / Credits Link |
|---|---|---|---|---|---|---|
| Amazon Nova Pro v1 | OpenRouter / Bedrock Cheapest Host | $0.80 | $3.20 | $0.20 | 118 tok/s | Deploy (Unified API for 470+ Models) → |
| Gemini 1.5 Pro (2M Context) | Google Vertex / AI Studio | $1.25 | $5.00 | $0.313 | 88 tok/s | Deploy (Up to 2M Context Window) → |
5. Frequently Asked Questions (Amazon Nova Pro v1 vs Gemini 1.5 Pro (2M Context))
Is Amazon Nova Pro v1 or Gemini 1.5 Pro (2M Context) cheaper per 1M tokens in production?
Amazon Nova Pro v1 is 36% cheaper on a blended 3:1 input-to-output production workload ($1.40/1M blended vs $2.19/1M for Gemini 1.5 Pro (2M Context)). Amazon Nova Pro v1 charges $0.80/1M input and $3.20/1M output, while Gemini 1.5 Pro (2M Context) charges $1.25/1M input and $5.00/1M output.
How much does Amazon Nova Pro v1 vs Gemini 1.5 Pro (2M Context) cost at 10,000 Daily Active Users (DAU)?
At 10,000 DAU (360,000 requests/day at 3,500 input + 800 output tokens), Amazon Nova Pro v1 costs $19,296/month uncached ($13,626/mo with 75% prompt cache hits), whereas Gemini 1.5 Pro (2M Context) costs $30,150/month uncached ($21,291/mo with 75% prompt cache hits). Routing to Amazon Nova Pro v1 saves $10,854/month ($130,248/year).
How much does Prompt Caching save on Amazon Nova Pro v1 vs Gemini 1.5 Pro (2M Context)?
Amazon Nova Pro v1 offers cached input reads at $0.20/1M tokens, while Gemini 1.5 Pro (2M Context) offers cached reads at $0.313/1M tokens. At a 75% system-prompt/RAG cache hit rate, Amazon Nova Pro v1 monthly spend drops from $19,296 to $13,626, and Gemini 1.5 Pro (2M Context) drops from $30,150 to $21,291.
Which model has faster token generation speed and larger context: Amazon Nova Pro v1 or Gemini 1.5 Pro (2M Context)?
Amazon Nova Pro v1 delivers higher throughput at 118 tokens/sec (TTFT 280ms) compared to 88 tokens/sec. For context window, Amazon Nova Pro v1 supports 300K tokens (300,000) while Gemini 1.5 Pro (2M Context) supports 2.1M tokens (2,097,152).