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Comparison · 2 models · Updated Oct 4, 2026

Nova 2 Lite vs Step 1 (32K)

Nova 2 Lite comes out ahead, 62 to 18 on our weighted score, and it is the cheaper option too.

  1. Our pick

    Amazon

    Nova 2 Lite

    Released Dec 2, 2025

    62/100
    • ECI—
    • Price$0.33 / $2.75
    • Context1M
  2. StepFun

    Step 1 (32K)

    Released Jan 1, 2025

    18/100
    • ECI—
    • Price$2.05 / $9.59
    • Context33K
  3. Add a model

    Make it a three-way comparison.

01 — Verdict

Nova 2 Lite is our pick

Nova 2 Lite is the better all-round choice, scoring 62/100 against Step 1 (32K) (18). It leads on price, inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

  • CapabilityNot enough dataNo independent benchmark covers every model here yet
  • Lowest priceNova 2 LiteNova 2 Lite $0.935 · Step 1 (32K) $3.94 per 1M tokens (3:1 blend)
  • Longest contextNova 2 LiteNova 2 Lite 1,000,000 · Step 1 (32K) 32,768 tokens
  • Widest inputsNova 2 LiteNova 2 Lite: Text, Images, PDFs, Video · Step 1 (32K): Text
  • Self-hostingNo open weightsBoth are available only through APIs
How the score is built
MeasureWeightNova 2 LiteStep 1 (32K)
Price50%5122
Inputs & features30%8025
Context window20%600
Overall100%62/10018/100

Left out because at least one model lacks the data: capability. The remaining weights were rescaled.

02 — Side by side

Every spec in one table

Highlighted cells lead their row. Dashes mean the data is not published.

Nova 2 Lite vs Step 1 (32K) specifications side by side
SpecificationNova 2 LiteAmazonStep 1 (32K)StepFun
Capability
Capabilities Index (ECI)——
ECI rank——
Price per million tokens
Input$0.33 (best)$2.05
Output$2.75 (best)$9.59
Cached input$0.083 (best)$0.41
Blended (3:1)$0.935 (best)$3.94
Long-context rateSame rateSame rate
Price sourceOfficial Amazon Bedrock APIOfficial StepFun (Global) API
Limits
Context window1,000,000 tokens (best)32,768 tokens
Max output65,536 tokens (best)32,768 tokens
Inputs and features
TextYesYes
ImagesYesNo
PDFsYesNo
AudioNoNo
VideoYesNo
ReasoningYeslow · medium · highNo
Tool callingYesYes
Structured outputNoNo
Availability
WeightsProprietaryProprietary
API model IDamazon.nova-2-lite-v1:0step-1-32k
API providers2 (best)1
ReleasedDec 2, 2025Jan 1, 2025
Knowledge cutoffOct 2025Jun 2024
03 — Cost

What would a month cost?

Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.

  • Nova 2 Lite$8.80
  • Step 1 (32K)$39.68
04 — Questions

Which should you choose?

Which is better: Nova 2 Lite or Step 1 (32K)?

Nova 2 Lite is the better all-round choice, scoring 62/100 against Step 1 (32K) (18). It leads on price, inputs & features and context window. The score weighs price 50%, inputs & features 30%, context window 20%. None of the shared benchmarks cover every model here yet, so capability is left out of this verdict.

Which is cheaper, Nova 2 Lite or Step 1 (32K)?

Nova 2 Lite is cheaper at $0.33 input / $2.75 output per million tokens (official Amazon Bedrock API price). Step 1 (32K) costs $2.05 input / $9.59 output per million tokens (official StepFun (Global) API price). At a typical mix of three input tokens to one output token, that is $0.935 per million tokens for Nova 2 Lite versus $3.94 for Step 1 (32K) (4.2× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers both models yet. Nova 2 Lite has not been scored yet and Step 1 (32K) has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Nova 2 Lite and Step 1 (32K) yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.

Which has the bigger context window?

Nova 2 Lite has the largest context window at 1,000,000 tokens, against 32,768 for Step 1 (32K). Maximum output per response: Nova 2 Lite up to 65,536, Step 1 (32K) up to 32,768 tokens.

Which can read images, PDFs, audio or video?

Nova 2 Lite accepts text, images, PDFs and video; Step 1 (32K) accepts text. Nova 2 Lite handles the widest range of inputs.

Are any of these open source?

No. Nova 2 Lite and Step 1 (32K) are proprietary and only available through APIs and apps.

Which is newer?

Nova 2 Lite is the newest, released Dec 2, 2025. Step 1 (32K) came out Jan 1, 2025. Knowledge cutoff: Nova 2 Lite Oct 2025, Step 1 (32K) Jun 2024.

How do you decide the winner?

Each model gets a 0–100 score on capability (50%, independent benchmark results); price (25%, blended price per million tokens (3 input : 1 output), log scale); inputs & features (15%, image, PDF, audio and video input, tool calling, structured output and reasoning); context window (10%, maximum tokens per request, log scale). Dimensions missing for any model are dropped and the remaining weights rescaled, so every model is judged on the same evidence. Specs and prices come from public model listings and the labs’ own API pages; capability scores come from independent benchmark runs. Data updated Oct 4, 2026.