BenchLeader

Nova Pro

Nova Pro is an Amazon proprietary model, released 3 Dec 2024. Its best configuration ranks #671 of 785 on the BenchLeader Index at 39.8 ±3.6, in the lower half. The ± is the point: 242 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in instruction following (46) and lowest in multimodal (30). At $1.40 per million tokens blended it is pricier than most ranked models. Output speed of 129 tokens per second puts it faster than most, with a first answer in 1.1 s. Last measured 24 Nov 2025.stale: no new result in six months

Blended price
$1.40/M
$0.800 in · $3.20 out
Output speed
129 tok/s
measured by Artificial Analysis
First answer
1.11 s
first token 0.70 s
Context
300k
Full answer
4.99 s
median, reasoning included
Cost per run
–
Released
3 Dec 2024
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index40
  2. Reasoning37
  3. Agents & tools38
  4. Maths38
  5. Knowledge40
  6. Instruction following46
  7. Multimodal30
  8. Long context34
  9. Composite37

Versions

Amazon has shipped 2 models under this name. Each is ranked on its own results; a newer version often has fewer results so far, which holds its index nearer the average until more arrive.

ModelReleasedIndexRank
Nova Prothis page3 Dec 202439.8#671
Nova Pro 1.0–43.8#560

How its index has moved

9 Sept 2026 to 21 Oct 2026
364145

The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Maths

Benchmarknot statedSource
Omni-MATH (HELM)24.2%#52HELM Capabilities

Instruction following

Human preference

Benchmarknot statedSource
Lech Mazur Creative Writingnot in index60.5%#42Lech Mazur

Multimodal

Benchmarknot statedSource
MMMU-Pro44.3%#257Artificial Analysis
VISTA26.3%#52Scale AI SEAL
MMMU (validation)62.0%#31MMMU

Long context

Benchmarknot statedSource
AA-LCR21.0%#428Artificial Analysis

Composite

Where to run it

Every provider serving this model through OpenRouter, with throughput and first-token latency measured on live traffic over the last 30 minutes and each provider’s own price. Purple marks the best in each column.

ProviderSpeedFirst tokenInput $/MOutput $/MContextQuantisation
Amazon Bedrock74 tok/s0.66 s$0.800$3.20300k–

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache at $0.200 per 1M. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0013$0.00113.4 s
Summarize a 30-page report12,000 / 600$0.011$0.00615.8 s
Code edit6,000 / 1,500$0.0096$0.006912.7 s
Agentic coding session60,000 / 4,000$0.061$0.03432.1 s
Structured extraction2,000 / 200$0.0022$0.00132.7 s

More from Amazon

New this month

See also

Questions people ask

What are Nova Pro's benchmark scores?
As of 25 Oct 2026, Nova Pro scores 39.8 ±3.6 on the BenchLeader Index, strongest in instruction following (46) and weakest in multimodal (30). That rests on 14 independent benchmark results, and every score on this page links to its publisher.
How does Nova Pro rank?
Nova Pro is #671 of 785 ranked configurations on 25 Oct 2026. 242 other configurations score within its margin, so the exact position matters less than the band. The leader is Claude Opus 5.5 (max effort) at 72.6.
How much does Nova Pro cost per 1M tokens?
As of 25 Oct 2026, Nova Pro costs $0.800 per 1M input tokens and $3.20 per 1M output tokens, $1.40 blended (three input tokens per output token).
When was Nova Pro released?
Amazon released Nova Pro on 3 Dec 2024.

Data as of 25 Oct 2026. Compare with another model.

Cite as: BenchLeader, “Nova Pro: benchmarks, pricing, speed and rank”, data as of 25 Oct 2026, https://www.benchleader.com/models/nova-pro.