Doubao 1.5 Pro vs Amazon Nova Pro
Benchmarks, API Token Pricing, Context Window & Speed Comparison
Related topics (12)
Doubao 1.5 Pro by ByteDance and Amazon Nova Pro by Amazon represent two of the frontier AI models analyzed in our comprehensive 2026 AI benchmark and LLM comparison. In this head-to-head evaluation, we examine API token pricing, context window specifications, inference speed (tokens per second), and empirical reasoning performance. From a pure economic perspective, Doubao 1.5 Pro holds a notable pricing advantage for token ingestion. On output generation, Doubao 1.5 Pro is more economical per million generated tokens. In data-heavy architectures requiring extensive repository or document analysis, Amazon Nova Pro provides an expanded memory horizon with 300K tokens. In latency-sensitive production environments, Doubao 1.5 Pro leads in tokens-per-second throughput, making it ideal for real-time conversational agents and high-concurrency workflows. Below is the complete empirical head-to-head breakdown across cost, speed, context, and capability matrices.
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Doubao 1.5 Pro
Model Penalaran MendalamDoubao 1.5 Pro dari ByteDance adalah model AI canggih dengan jendela konteks 256K token serta harga API $0.11/1M token input dan $0.28/1M token output untuk pemrograman, penalaran, dan otomasi bisnis.
$0.11 / 1M
$0.28 / 1M
256K tokens
N/A
Amazon Nova Pro
Model Penalaran MendalamAmazon Nova Pro dari Amazon adalah model AI canggih dengan jendela konteks 300K token serta harga API $0.8/1M token input dan $3.2/1M token output untuk pemrograman, penalaran, dan otomasi bisnis.
$0.80 / 1M
$3.20 / 1M
300K tokens
N/A
Perbedaan Utama Sekilas
- Doubao 1.5 Pro is 10.0x cheaper for API usage (input + output tokens combined).
- Amazon Nova Pro has a larger context window (300K vs 256K tokens).
- Doubao 1.5 Pro is faster at 120 tok/s vs 85 tok/s.
| Feature | Doubao 1.5 Pro | Amazon Nova Pro |
|---|---|---|
Intelligence Index Composite reasoning & knowledge score (0-100) | 82 | 82 |
Provider | ByteDance | Amazon |
Input Price Cost per million input tokens | $0.11 / 1M | $0.80 / 1M |
Output Price Cost per million output tokens | $0.28 / 1M | $3.20 / 1M |
Blended Price Weighted 7:2:1 cache:input:output per 1M | $0.06 / 1M | $0.62 / 1M |
Context Window Maximum input + output tokens | 256K tokens~384 A4 pages of text | 300K tokens~450 A4 pages of text |
Max Output Tokens Per single request | 8K | 8K |
Throughput Speed Tokens generated per second | 120 tok/s | 85 tok/s |
SWE-bench Verified Real-world software engineering | N/A | N/A |
GPQA Diamond Graduate-level reasoning | 63.5% | 62% |
Cached Input Price Prompt caching discount per 1M tokens | $0.01 / 1M | $0.20 / 1M |
Siapa Unggul di Mana?
At-a-glance decision frameworkEvaluations ongoing
Skor Benchmark Terverifikasi
Official evaluation metrics verified by independent third-party research labs.
Challenging questions created by domain experts to test complex PhD-level reasoning.
Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.
Crowdsourced human preference evaluation based on blind, head-to-head model battles.
Tokens emitted per second during active generation streaming.
Latensi & Waktu Respons
Time to first token (TTFT) and estimated end-to-end response time for a typical 500-token response.
Simulator Biaya Token Interaktif
Adjust sliders to calculate projected monthly cloud API spending with prompt caching discounts.
Doubao 1.5 Pro · Strengths & Key Advantages
- Arsitektur High-Throughput Multimodal Foundation Transformer mutakhir dari ByteDance dengan dukungan konteks 256K token
- Efisiensi biaya API yang kompetitif ($0.11/1M input, $0.28/1M output) dan respons cepat
- Performa andal dalam pembuatan kode, analisis logika, serta pemahaman multibahasa
Considerations & Trade-offs
- Penggunaan konteks berukuran penuh memerlukan pengelolaan anggaran token yang cermat
- Membutuhkan perancangan prompt yang tepat untuk kasus penggunaan industri spesifik
Amazon Nova Pro · Strengths & Key Advantages
- Arsitektur Enterprise Multimodal Foundation Transformer mutakhir dari Amazon dengan dukungan konteks 300K token
- Efisiensi biaya API yang kompetitif ($0.8/1M input, $3.2/1M output) dan respons cepat
- Performa andal dalam pembuatan kode, analisis logika, serta pemahaman multibahasa
Considerations & Trade-offs
- Penggunaan konteks berukuran penuh memerlukan pengelolaan anggaran token yang cermat
- Membutuhkan perancangan prompt yang tepat untuk kasus penggunaan industri spesifik
Token Use & Task Economics
Estimated cost and token consumption to complete one representative agentic task.
| Metric | Doubao 1.5 Pro | Amazon Nova Pro |
|---|---|---|
Cost per Task Estimated USD to finish one task | $0.04 | $0.16 |
Output Tokens / Task Tokens generated per task | 16K | 18K |
Reasoning Tokens / Task Thinking tokens burned per task | 3K | 4K |
Spesifikasi Teknis
Architecture, release timeline, capabilities, and modalities.
| Feature | Doubao 1.5 Pro | Amazon Nova Pro |
|---|---|---|
| Official API Model ID (SDK) | doubao-1-5-pro | nova-pro |
| API Protocol | ByteDance REST API (OpenAI-Compatible) | Amazon REST API (OpenAI-Compatible) |
| Release Date | 2025-01 | 2024-12 |
| Knowledge Cutoff | November 2024 | October 2024 |
| Architecture | High-Throughput Multimodal Foundation Transformer | Enterprise Multimodal Foundation Transformer |
| Parameters | Confidential | Confidential |
| Enterprise Rate Limits (RPM / TPM) | 5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM | 5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM |
| Long-Context Tier (>128K/200K) | Flat rate ($0.11/1M in) across full 256K window | Flat rate ($0.8/1M in) across full 300K window |
| Prompt Cache Policy & TTL | Cached input at $0.015/1M tokens | Cached input at $0.2/1M tokens |
| Computer Use / GUI Agent | Supported (Screen coordinate grounding, browser & desktop GUI action loops) | Supported (Screen coordinate grounding, browser & desktop GUI action loops) |
| MCP & Parallel Tool Calling | Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema | Native MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema |
| Web Search Grounding & Sandbox | Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools | Supported via external Tavily/Exa Search & E2B/Docker Sandbox tools |
| Official Fine-Tuning Support | API Prompt Engineering & RAG Distillation | API Prompt Engineering & RAG Distillation |
| Multimodal Token Billing | Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile) | Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile) · Video (~258–300 tokens/sec) |
| Quantization & Min GPU VRAM | Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API) | Cloud-Hosted Proprietary (FP8 / BF16 Tensor Core Cluster) · Zero Local VRAM Required (100% Serverless Cloud API) |
| Safety & Frontier Classification | ByteDance Production Safety & Alignment Verified | Amazon Production Safety & Alignment Verified |
| Enterprise Compliance (ZDR/HIPAA/SOC2) | SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier | SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier |
| Input Modalities | text, vision | text, vision, video |
| Output Modalities | text | text |
Doubao 1.5 Pro vs Amazon Nova Pro: Jawaban Cepat (FAQ)
Which model is faster?
Doubao 1.5 Pro is faster, generating 120 tokens per second compared with 85 tokens per second.
Which model is cheaper to run?
Doubao 1.5 Pro is cheaper at $0.06 per 1M tokens blended, compared with $0.62 (7:2:1 cache:input:output ratio).
Which model has lower latency?
Doubao 1.5 Pro has lower latency, with a time to first token of 0.34s compared with 0.44s.
Which model has a larger context window?
Amazon Nova Pro has a larger context window, supporting 300K tokens compared with 256K tokens.
Kesimpulan
Verdict & Model Selection Recommendation: Choose Doubao 1.5 Pro if your priority is Large-scale commercial chatbots, e-commerce customer support, and budget visual QA. Its performance in demanding tasks justifies its operational token cost. Choose Amazon Nova Pro if your workflow prioritizes AWS-native enterprise workflows, automated cloud agents, and multimodal document processing. For large-scale batch processing or customer-facing conversational interfaces, its balance of speed and economics delivers superior ROI.
Pertanyaan Umum (FAQ)
How does Doubao 1.5 Pro compare to Amazon Nova Pro in API token pricing and cost per token?+
Doubao 1.5 Pro costs $0.11 per 1M input tokens and $0.28 per 1M output tokens, whereas Amazon Nova Pro costs $0.80 input and $3.20 output. Overall, Doubao 1.5 Pro is the more cost-effective model for high-volume API pipelines. Both models support prompt caching discounts of up to 90% for repeated prompt prefixes.
Which model has a larger context window: Doubao 1.5 Pro or Amazon Nova Pro?+
Doubao 1.5 Pro supports a context window of 256K tokens (~192k words), while Amazon Nova Pro supports 300K tokens (~225k words). Therefore, Amazon Nova Pro can process more textual data and document context in a single prompt.
Which AI model is better for software engineering and coding: Doubao 1.5 Pro or Amazon Nova Pro?+
Doubao 1.5 Pro scores at the frontier of coding benchmarks, while Amazon Nova Pro scores competitively for software generation. For complex autonomous debugging and agentic engineering, Doubao 1.5 Pro provides robust code generation and tool calling.
What is the difference in reasoning capability and extended thinking between Doubao 1.5 Pro and Amazon Nova Pro?+
Doubao 1.5 Pro features native chain-of-thought extended thinking mode with configurable reasoning effort. In contrast, Amazon Nova Pro provides chain-of-thought reasoning depth for complex math and science.
How does inference speed (tokens per second) compare between Doubao 1.5 Pro and Amazon Nova Pro?+
Doubao 1.5 Pro generates approximately 120 tokens per second, while Amazon Nova Pro delivers 85 tokens per second. In latency-sensitive production environments, Doubao 1.5 Pro provides faster time-to-first-token (TTFT) and higher streaming response velocity.
Can you implement a tiered LLM routing setup combining Doubao 1.5 Pro and Amazon Nova Pro to optimize costs?+
Yes! High-efficiency architectures route high-frequency routine classification and conversational tasks to Doubao 1.5 Pro to save operational costs, and dynamically escalate complex architectural queries or reasoning tasks to Amazon Nova Pro. This tiered routing pattern cuts overall API bills by up to 70%.
Understand key metrics like context window, token pricing, reasoning mode, and SWE-bench scores in our comprehensive AI glossary.
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Benchmark scores, token prices, and rate limits evolve rapidly as AI labs release model updates. Always verify current specifications and pricing on the official provider documentation.
Sumber resmi: GetInfoUs Independent AI Benchmarks & Official API Specs