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Amazon Nova Pro vs Claude Opus 4.8

Pricing, benchmarks, and use case comparison

Quick take

  • Amazon Nova Pro is meaningfully stronger at speed (80 vs 68 on our capability index).
  • Claude Opus 4.8 is meaningfully stronger at coding (96 vs 68).
  • Amazon Nova Pro is 84% cheaper on input tokens, which compounds fast on high-volume or agentic workloads.
  • Claude Opus 4.8 has a 1M context window vs 300K tokens - better for whole-repo or long-document work.

Specs comparison

Amazon Nova ProClaude Opus 4.8
ProviderAmazon Web ServicesAnthropic
TypeClosed sourceClosed source
Context window300K tokens1M
Input / 1M tokens$0.80$5.00
Output / 1M tokens$3.20$25.00
Release date2024-122026-05

Benchmarks

BenchmarkAmazon Nova ProClaude Opus 4.8
MMLU~85%-
SWE-bench Verified-88.6%
SWE-bench Pro-69.2%
Terminal-Bench 2.1-74.6%
GPQA Diamond-93.6%
Artificial Analysis Intelligence Index-61.4

Scores sourced from official provider release posts and independent benchmark aggregators.

Which should you choose?

Choose Amazon Nova Pro if...

  • You are building on AWS and want native Bedrock integration
  • You need multimodal understanding of images or video plus text
  • You want a cost-balanced general model with a large context
  • You need enterprise controls: data residency, service tiers, prompt caching
Full Amazon Nova Pro details →

Choose Claude Opus 4.8 if...

  • You need top-tier autonomous coding and multi-step agentic reliability
  • You run long-horizon agent traces that previously derailed after compaction
  • You want enterprise-grade reasoning with 1M context and 128k output
  • You need throughput and are willing to pay fast-mode premium for 2.5x speed
Full Claude Opus 4.8 details →

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