Head-to-Head Model Comparison

Amazon Nova Premier vs Amazon Nova Pro

Benchmarks, API Token Pricing, Context Window & Speed Comparison

GetInfoUs 연구팀 검토 완료최종 검토일: October 2026편집 정책
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AI CompareAI BenchmarkToken PricingModel CostModel SpecsSWE-bench CodingModel VersusWhich AI ModelLLM Speed & LatencyReasoning ModelsExtended ThinkingPrompt Caching ROI
Amazon Nova Premier vs Amazon Nova Pro: Benchmarks, Pricing & Speed Comparison

Amazon Nova Premier by Amazon 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, Amazon Nova Pro holds a notable pricing advantage for token ingestion. On output generation, Amazon Nova Pro is more economical per million generated tokens. In data-heavy architectures requiring extensive repository or document analysis, Amazon Nova Premier provides an expanded memory horizon with 1,000K tokens. In latency-sensitive production environments, Amazon Nova 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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Amazon

Amazon Nova Premier

심층 추론 모델

Amazon의 Amazon Nova Premier 모델은 1M 토큰 컨텍스트 윈도우와 입력 $2/1M 토큰, 출력 $8/1M 토큰의 합리적인 API 요금을 제공하며 코딩, 추론 및 엔터프라이즈 자동화에 최적화되어 있습니다.

Intelligence Index87 / 100
Input Token:

$2.00 / 1M

Output Token:

$8.00 / 1M

Context Window:

1M tokens

SWE-bench Verified:

55%

Amazon

Amazon Nova Pro

심층 추론 모델

Amazon의 Amazon Nova Pro 모델은 300K 토큰 컨텍스트 윈도우와 입력 $0.8/1M 토큰, 출력 $3.2/1M 토큰의 합리적인 API 요금을 제공하며 코딩, 추론 및 엔터프라이즈 자동화에 최적화되어 있습니다.

Intelligence Index82 / 100
Input Token:

$0.80 / 1M

Output Token:

$3.20 / 1M

Context Window:

300K tokens

SWE-bench Verified:

N/A

한눈에 보는 핵심 차이점

  • Amazon Nova Pro is 2.5x cheaper for API usage (input + output tokens combined).
  • Amazon Nova Premier has a larger context window (1M vs 300K tokens).
  • Amazon Nova Pro is faster at 85 tok/s vs 75 tok/s.
Need definitions for token pricing, context, or benchmarks?Explore AI Glossary →
FeatureAmazon Nova PremierAmazon Nova Pro
Intelligence Index
Composite reasoning & knowledge score (0-100)
8782
Provider
AmazonAmazon
Input Price
Cost per million input tokens
$2.00 / 1M$0.80 / 1M
Output Price
Cost per million output tokens
$8.00 / 1M$3.20 / 1M
Blended Price
Weighted 7:2:1 cache:input:output per 1M
$1.55 / 1M$0.62 / 1M
Context Window
Maximum input + output tokens
1M tokens~1,500 A4 pages of text300K tokens~450 A4 pages of text
Max Output Tokens
Per single request
16K8K
Throughput Speed
Tokens generated per second
75 tok/s85 tok/s
SWE-bench Verified
Real-world software engineering
55%N/A
GPQA Diamond
Graduate-level reasoning
68%62%
Cached Input Price
Prompt caching discount per 1M tokens
$0.50 / 1M$0.20 / 1M

부문별 우위 모델

At-a-glance decision framework
Coding

Evaluations ongoing

Cost
Amazon Nova Pro
2.5x cheaper monthly runtime
Speed
Amazon Nova Pro
+13% faster generation
Context
Amazon Nova Premier
1M tokens window

검증된 벤치마크 점수 비교

Official evaluation metrics verified by independent third-party research labs.

Amazon Nova PremierAmazon Nova Pro
SWE-bench Verified (Autonomous Coding)

Industry benchmark evaluating real-world GitHub issue resolution and multi-file debugging.

55%vsN/A
GPQA Diamond (Doctorate-Level Science & Math)

Challenging questions created by domain experts to test complex PhD-level reasoning.

68%vs62%
MMLU-Pro (Multi-task Language Understanding)

Hardened reasoning and academic knowledge benchmark with reduced lucky-guess probability.

84%vs79%
LMSYS Chatbot Arena Elo

Crowdsourced human preference evaluation based on blind, head-to-head model battles.

1385ptsvs1330pts
Generation Speed (Throughput)

Tokens emitted per second during active generation streaming.

75 tok/s vs85 tok/s

지연 시간(Latency) 및 응답 속도

Time to first token (TTFT) and estimated end-to-end response time for a typical 500-token response.

Time to First Token (TTFT)Lower is better
Amazon Nova Premier0.58s
Amazon Nova Pro0.44s
Est. End-to-End Response (500 tokens)TTFT + generation time
Amazon Nova Premier7.25s
Amazon Nova Pro6.32s

실시간 API 토큰 비용 시뮬레이터

Adjust sliders to calculate projected monthly cloud API spending with prompt caching discounts.

100K / day
10K500K1M
30K / day
5K150K300K
50% cached
0% (Cold)50%90% (Warm)
Amazon Nova Premier Monthly API Bill
$10.95 / month
$2/1M in · $8/1M out
Amazon Nova Pro Monthly API Bill
$4.38 / month
$0.8/1M in · $3.2/1M out
Amazon Nova Pro saves approximately $6.57 / month (60%) under this workload.2.5x Savings

Amazon Nova Premier · Strengths & Key Advantages

  • Amazon의 첨단 Frontier Multimodal Enterprise Transformer 아키텍처와 최대 1M 토큰 컨텍스트 지원
  • 경쟁력 있는 API 가격(입력 $2/1M, 출력 $8/1M)과 빠른 응답 속도
  • 코드 생성, 복잡한 논리 추론 및 다국어 벤치마크에서 검증된 성능 발휘
Considerations & Trade-offs
  • 대규모 장문 컨텍스트 처리 시 토큰 비용 및 호출 한도 관리가 필요함
  • 특수 도메인 작업에서는 정교한 프롬프트 엔지니어링과 RAG 연동이 권장됨

Amazon Nova Pro · Strengths & Key Advantages

  • Amazon의 첨단 Enterprise Multimodal Foundation Transformer 아키텍처와 최대 300K 토큰 컨텍스트 지원
  • 경쟁력 있는 API 가격(입력 $0.8/1M, 출력 $3.2/1M)과 빠른 응답 속도
  • 코드 생성, 복잡한 논리 추론 및 다국어 벤치마크에서 검증된 성능 발휘
Considerations & Trade-offs
  • 대규모 장문 컨텍스트 처리 시 토큰 비용 및 호출 한도 관리가 필요함
  • 특수 도메인 작업에서는 정교한 프롬프트 엔지니어링과 RAG 연동이 권장됨

Token Use & Task Economics

Estimated cost and token consumption to complete one representative agentic task.

MetricAmazon Nova PremierAmazon Nova Pro
Cost per Task
Estimated USD to finish one task
$0.35$0.16
Output Tokens / Task
Tokens generated per task
25K18K
Reasoning Tokens / Task
Thinking tokens burned per task
8K4K

기술 사양 (Specifications)

Architecture, release timeline, capabilities, and modalities.

FeatureAmazon Nova PremierAmazon Nova Pro
Official API Model ID (SDK)nova-premiernova-pro
API ProtocolAmazon REST API (OpenAI-Compatible)Amazon REST API (OpenAI-Compatible)
Release Date2025-042024-12
Knowledge CutoffJanuary 2025October 2024
ArchitectureFrontier Multimodal Enterprise TransformerEnterprise Multimodal Foundation Transformer
ParametersConfidentialConfidential
Enterprise Rate Limits (RPM / TPM)5,000 – 15,000 RPM (Production Tier) · 4,000,000 – 10,000,000 TPM5,000 – 15,000 RPM (Production Tier) · 800,000 – 2,000,000 TPM
Long-Context Tier (>128K/200K)Flat rate ($2/1M in) across full 1000K windowFlat rate ($0.8/1M in) across full 300K window
Prompt Cache Policy & TTLCached input at $0.5/1M tokensCached input at $0.2/1M tokens
Computer Use / GUI AgentSupported (Screen coordinate grounding, browser & desktop GUI action loops)Supported (Screen coordinate grounding, browser & desktop GUI action loops)
MCP & Parallel Tool CallingNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON SchemaNative MCP Client/Server ready · Parallel function calling · 100% Strict JSON Schema
Web Search Grounding & SandboxSupported via external Tavily/Exa Search & E2B/Docker Sandbox toolsSupported via external Tavily/Exa Search & E2B/Docker Sandbox tools
Official Fine-Tuning SupportAPI Prompt Engineering & RAG DistillationAPI Prompt Engineering & RAG Distillation
Multimodal Token BillingText BPE (~4 chars/token) · Vision (~258–765 tokens per image tile) · Video (~258–300 tokens/sec)Text BPE (~4 chars/token) · Vision (~258–765 tokens per image tile) · Video (~258–300 tokens/sec)
Quantization & Min GPU VRAMCloud-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 ClassificationAmazon Production Safety & Alignment VerifiedAmazon Production Safety & Alignment Verified
Enterprise Compliance (ZDR/HIPAA/SOC2)SOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise TierSOC2 Type II · GDPR · Zero Data Retention (ZDR) & HIPAA BAA Available on Enterprise Tier
Input Modalitiestext, vision, videotext, vision, video
Output Modalitiestexttext

Amazon Nova Premier vs Amazon Nova Pro: 핵심 요약 문답 (FAQ)

Which is more intelligent, Amazon Nova Premier or Amazon Nova Pro?

Amazon Nova Premier is more intelligent. It scores 87 compared with 82 on the composite Intelligence Index.

Which model is faster?

Amazon Nova Pro is faster, generating 85 tokens per second compared with 75 tokens per second.

Which model is cheaper to run?

Amazon Nova Pro is cheaper at $0.62 per 1M tokens blended, compared with $1.55 (7:2:1 cache:input:output ratio).

Which model has lower latency?

Amazon Nova Pro has lower latency, with a time to first token of 0.44s compared with 0.58s.

Which model has a larger context window?

Amazon Nova Premier has a larger context window, supporting 1M tokens compared with 300K tokens.

종합 평가

Verdict & Model Selection Recommendation: Choose Amazon Nova Premier if your priority is Mission-critical enterprise intelligence, complex multi-turn cloud agents, and model distillation. 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.

자주 묻는 질문 (FAQ)

How does Amazon Nova Premier compare to Amazon Nova Pro in API token pricing and cost per token?+

Amazon Nova Premier costs $2.00 per 1M input tokens and $8.00 per 1M output tokens, whereas Amazon Nova Pro costs $0.80 input and $3.20 output. Overall, Amazon Nova 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: Amazon Nova Premier or Amazon Nova Pro?+

Amazon Nova Premier supports a context window of 1,000K tokens (~750k words), while Amazon Nova Pro supports 300K tokens (~225k words). Therefore, Amazon Nova Premier can process more textual data and document context in a single prompt.

Which AI model is better for software engineering and coding: Amazon Nova Premier or Amazon Nova Pro?+

Amazon Nova Premier scores 55% on SWE-bench Verified, while Amazon Nova Pro scores competitively for software generation. For complex autonomous debugging and agentic engineering, Amazon Nova Premier provides robust code generation and tool calling.

What is the difference in reasoning capability and extended thinking between Amazon Nova Premier and Amazon Nova Pro?+

Amazon Nova Premier 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 Amazon Nova Premier and Amazon Nova Pro?+

Amazon Nova Premier generates approximately 75 tokens per second, while Amazon Nova Pro delivers 85 tokens per second. In latency-sensitive production environments, Amazon Nova Pro provides faster time-to-first-token (TTFT) and higher streaming response velocity.

Can you implement a tiered LLM routing setup combining Amazon Nova Premier and Amazon Nova Pro to optimize costs?+

Yes! High-efficiency architectures route high-frequency routine classification and conversational tasks to Amazon Nova Pro to save operational costs, and dynamically escalate complex architectural queries or reasoning tasks to Amazon Nova Premier. This tiered routing pattern cuts overall API bills by up to 70%.

AI Terminology & Guide
Explore Glossary →

Understand key metrics like context window, token pricing, reasoning mode, and SWE-bench scores in our comprehensive AI glossary.

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.

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