ZMIME
Comparison · 3 models · Updated Oct 4, 2026

Devstral 2 vs Seed 2.0 Code vs Nova 2 Lite

Nova 2 Lite comes out ahead, 62 to 57 and 42 on our weighted score, though Devstral 2 is 14% cheaper per token.

  1. Mistral AI

    Devstral 2

    Released Dec 9, 2025Deprecated

    42/100
    • ECI—
    • Price$0.40 / $2.00
    • Context262K
  2. ByteDance Seed

    Seed 2.0 Code

    Released Feb 14, 2026

    57/100
    • ECI—
    • Price$0.475 / $2.37
    • Context262K
  3. Our pick

    Amazon

    Nova 2 Lite

    Released Dec 2, 2025

    62/100
    • ECI—
    • Price$0.33 / $2.75
    • Context1M
01 — Verdict

Nova 2 Lite is our pick

Nova 2 Lite is the better all-round choice, scoring 62/100 against Seed 2.0 Code (57) and Devstral 2 (42). It leads on context window. Devstral 2 wins on price. 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 priceDevstral 2Devstral 2 $0.80 · Nova 2 Lite $0.935 · Seed 2.0 Code $0.95 per 1M tokens (3:1 blend)
  • Longest contextNova 2 LiteNova 2 Lite 1,000,000 · Devstral 2 262,144 · Seed 2.0 Code 262,144 tokens
  • Widest inputsNova 2 LiteDevstral 2: Text · Seed 2.0 Code: Text, Images, Video · Nova 2 Lite: Text, Images, PDFs, Video
  • Self-hostingDevstral 2Publishes downloadable weights
How the score is built
MeasureWeightDevstral 2Seed 2.0 CodeNova 2 Lite
Price50%545151
Inputs & features30%258080
Context window20%373760
Overall100%42/10057/10062/100

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.

Devstral 2 vs Seed 2.0 Code vs Nova 2 Lite specifications side by side
SpecificationDevstral 2Mistral AISeed 2.0 CodeByteDance SeedNova 2 LiteAmazon
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.40$0.475$0.33 (best)
Output$2.00 (best)$2.37$2.75
Cached input—$0.095$0.083 (best)
Blended (3:1)$0.80 (best)$0.95$0.935
Long-context rateSame rateOver 32K: $0.712 / $3.56Same rate
Price sourceOfficial Mistral APIOfficial Volcengine Ark APIOfficial Amazon Bedrock API
Limits
Context window262,144 tokens262,144 tokens1,000,000 tokens (best)
Max output262,144 tokens (best)131,072 tokens65,536 tokens
Inputs and features
TextYesYesYes
ImagesNoYesYes
PDFsNoNoYes
AudioNoNoNo
VideoNoYesYes
ReasoningNoYesminimal · low · medium · high · xhigh · maxYeslow · medium · high
Tool callingYesYesYes
Structured outputNoYesNo
Availability
WeightsOpenProprietaryProprietary
API model IDdevstral-2512doubao-seed-2-0-code-preview-260215amazon.nova-2-lite-v1:0
API providers14 (best)102
ReleasedDec 9, 2025Feb 14, 2026Dec 2, 2025
Knowledge cutoffDec 2025—Oct 2025
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.

  • Devstral 2$8.00
  • Seed 2.0 Code$9.50
  • Nova 2 Lite$8.80
04 — Questions

Which should you choose?

Which is better: Devstral 2, Seed 2.0 Code or Nova 2 Lite?

Nova 2 Lite is the better all-round choice, scoring 62/100 against Seed 2.0 Code (57) and Devstral 2 (42). It leads on context window. Devstral 2 wins on price. 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, Devstral 2, Seed 2.0 Code or Nova 2 Lite?

Devstral 2 is cheaper at $0.40 input / $2.00 output per million tokens (official Mistral API price). Nova 2 Lite costs $0.33 input / $2.75 output per million tokens (official Amazon Bedrock API price); Seed 2.0 Code costs $0.475 input / $2.37 output per million tokens (official Volcengine Ark API price). At a typical mix of three input tokens to one output token, that is $0.80 per million tokens for Devstral 2 versus $0.935 for Nova 2 Lite (1.2× as much) and $0.95 for Seed 2.0 Code (1.2× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Devstral 2 has not been scored yet, Seed 2.0 Code has not been scored yet and Nova 2 Lite has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Devstral 2, Seed 2.0 Code and Nova 2 Lite yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. All three 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 262,144 for Devstral 2 and 262,144 for Seed 2.0 Code. Maximum output per response: Devstral 2 up to 262,144, Seed 2.0 Code up to 131,072, Nova 2 Lite up to 65,536 tokens.

Which can read images, PDFs, audio or video?

Devstral 2 accepts text; Seed 2.0 Code accepts text, images and video; Nova 2 Lite accepts text, images, PDFs and video. Nova 2 Lite handles the widest range of inputs.

Are any of these open source?

Devstral 2 publishes its weights and can be self-hosted; Seed 2.0 Code and Nova 2 Lite is proprietary.

Which is newer?

Seed 2.0 Code is the newest, released Feb 14, 2026. Devstral 2 came out Dec 9, 2025; Nova 2 Lite came out Dec 2, 2025. Knowledge cutoff: Devstral 2 Dec 2025, Nova 2 Lite Oct 2025.

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.