BenchLeader

Nova 2.0 Lite

Reasoning effort

Nova 2.0 Lite is an Amazon proprietary reasoning model, released 29 Oct 2025. Its best configuration (thinking reasoning effort) ranks #407 of 785 on the BenchLeader Index at 49.1 ±7.4, in the lower half. The ± is the point: 431 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 (70) and lowest in knowledge (37). At $0.850 per million tokens blended it is mid-priced. Output speed of 182 tokens per second puts it in the fastest quarter, with a first answer in 27.0 s. It has been measured at 4 reasoning-effort settings; this summary describes the best-scoring one, and the tabs above switch between them. Last measured 29 Oct 2025.stale: no new result in six months

Blended price
$0.850/M
$0.300 in · $2.50 out
Output speed
182 tok/s
measured by Artificial Analysis
First answer
27 s
Context
1M
Full answer
30 s
median, reasoning included
Cost per run
–
Released
29 Oct 2025
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index49
  2. Reasoning41
  3. Agents & tools48
  4. Knowledge37
  5. Instruction following70
  6. Multimodal46
  7. Long context55
  8. Composite44

Versions

Amazon has shipped 4 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 2 Lite2 Dec 202548.9#412
Nova 2.0 Litethinkingthis page29 Oct 202549.1#407
Nova Lite3 Dec 202438.3#717
Nova Lite 1.0–42.2#605

Reasoning-effort configurations

The same model behaves differently depending on how much it is allowed to think. Each row is one setting, scored only on the benchmarks that were run at that setting. “Not stated” collects results from publishers that did not say which setting they used; for a reasoning model that is usually its thinking mode, but we do not assume it. Pick a setting here or at the top of the page to see its price, speed and category scores.

EffortIndexRankSpeedFirst answerChat reply costCategories
no reasoning41.2#636176 tok/s1.05 s$0.0009Agents & tools 40 · Composite 39 · Instruction following 43 · Knowledge 35 · Long context 33 · Multimodal 31 · Reasoning 41
low46.1#498175 tok/s20 s$0.0009Agents & tools 37 · Composite 43 · Instruction following 61 · Knowledge 37 · Long context 52 · Multimodal 41 · Reasoning 41
medium48.6#421177 tok/s23 s$0.0009Agents & tools 49 · Composite 43 · Instruction following 68 · Knowledge 36 · Long context 55 · Multimodal 45 · Reasoning 41
thinkingbest49.1#407182 tok/s27 s$0.0009Agents & tools 48 · Composite 44 · Instruction following 70 · Knowledge 37 · Long context 55 · Multimodal 46 · Reasoning 41

How its index has moved

9 Sept 2026 to 23 Oct 2026
344658
  • thinking
  • medium
  • low
  • no reasoning

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.

Reasoning

Benchmarkno reasoninglowmediumthinkingSourceTrend
GPQA Diamond (AA)not in index60.3%#37469.8%#30176.8%#22881.1%#183Artificial Analysis
Humanity's Last Exam (AA)not in index2.9%#6084.0%#5489.0%#33911.6%#291Artificial Analysis
CritPt0.0%#3150.0%#3150.0%#3150.3%#271Artificial Analysis

Coding

BenchmarkthinkingSourceTrend
Terminal-Bench 2.1 (AA)not in index16.1%#182Artificial Analysis

Agents & tools

Benchmarkno reasoninglowmediumthinkingSourceTrend
Terminal-Bench Hard6.8%#2493.8%#29817.4%#17816.7%#184Artificial Analysis
τ²-Bench Telecom (AA)not in index62.0%#17671.9%#15075.7%#13672.8%#147Artificial Analysis
GDPval-AA v2.1not in index–––0.0%#124Artificial Analysis

Knowledge

Benchmarkno reasoninglowmediumthinkingSourceTrend
AA-Omniscience-59.8#464-54.1#425-57.0#442-55.0#435Artificial Analysis
AA-Omniscience: accuracynot in index14.0%#44517.6%#36018.2%#34419.0%#321Artificial Analysis
AA-Omniscience: non-hallucinationnot in index14.1%#35312.9%#3688.2%#4668.6%#455Artificial Analysis

Instruction following

Benchmarkno reasoninglowmediumthinkingSourceTrend
IFBench40.5%#25661.2%#12168.5%#8070.8%#64Artificial Analysis

Multimodal

Benchmarkno reasoninglowmediumthinkingSourceTrend
MMMU-Pro49.0%#24358.0%#22162.5%#19463.8%#188Artificial Analysis

Long context

Benchmarkno reasoninglowmediumthinkingSourceTrend
AA-LCR18.7%#44154.3%#30460.0%#28260.3%#279Artificial Analysis

Composite

Benchmarkno reasoninglowmediumthinkingSourceTrend
AA Intelligence Index v4.3.28.7#42811.8#34412.5#32813.4#310Artificial Analysis

Price history

The price above, per 1M tokens, every day it changed.

$0.00$0.756$1.51$2.27$3.03Sept 26Oct 26
input outputnow $0.300 in · $2.50 out

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. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0009–28.7 s
Summarize a 30-page report12,000 / 600$0.0051–30.3 s
Code edit6,000 / 1,500$0.0056–35.3 s
Agentic coding session60,000 / 4,000$0.028–49.0 s
Structured extraction2,000 / 200$0.0011–28.1 s

More from Amazon

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See also

Questions people ask

What are Nova 2.0 Lite's benchmark scores?
As of 25 Oct 2026, Nova 2.0 Lite (thinking effort) scores 49.1 ±7.4 on the BenchLeader Index, strongest in instruction following (70) and weakest in knowledge (37). That rests on 7 independent benchmark results, and every score on this page links to its publisher.
How does Nova 2.0 Lite rank?
Nova 2.0 Lite (thinking effort) is #407 of 785 ranked configurations on 25 Oct 2026. 431 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 2.0 Lite cost per 1M tokens?
As of 25 Oct 2026, Nova 2.0 Lite costs $0.300 per 1M input tokens and $2.50 per 1M output tokens, $0.850 blended (three input tokens per output token). The list price last changed on 17 Oct 2026.
When was Nova 2.0 Lite released?
Amazon released Nova 2.0 Lite on 29 Oct 2025. BenchLeader has results for it at 4 reasoning-effort settings.

Data as of 25 Oct 2026. Compare these configurations.

Cite as: BenchLeader, “Nova 2.0 Lite: benchmarks, pricing, speed and rank”, data as of 25 Oct 2026, https://www.benchleader.com/models/nova-2-0-lite.