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Comparison · 3 models · Updated Oct 4, 2026

Laguna XS 2.1 vs Nemotron 3.5 Lightning 30B A3B vs Seed 2.1 Turbo

Nemotron 3.5 Lightning 30B A3B comes out ahead, 71 to 68 and 57 on our weighted score, though Laguna XS 2.1 is 14% cheaper per token.

  1. Poolside

    Laguna XS 2.1

    Released Jul 2, 2026

    68/100
    • ECI—
    • Price$0.06 / $0.12
    • Context262K
  2. Our pick

    NVIDIA

    Nemotron 3.5 Lightning 30B A3B

    Released Aug 11, 2026

    71/100
    • ECI—
    • Price$0.05 / $0.20
    • Context262K
  3. ByteDance Seed

    Seed 2.1 Turbo

    Released Jun 23, 2026

    57/100
    • ECI—
    • Price$0.445 / $2.23
    • Context256K
01 — Verdict

Nemotron 3.5 Lightning 30B A3B is our pick

Nemotron 3.5 Lightning 30B A3B is the better all-round choice, scoring 71/100 against Laguna XS 2.1 (68) and Seed 2.1 Turbo (57). Seed 2.1 Turbo wins on inputs & features. 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 priceLaguna XS 2.1Laguna XS 2.1 $0.075 · Nemotron 3.5 Lightning 30B A3B $0.087 · Seed 2.1 Turbo $0.891 per 1M tokens (3:1 blend)
  • Longest contextLaguna XS 2.1 and Nemotron 3.5 Lightning 30B A3BLaguna XS 2.1 262,144 · Nemotron 3.5 Lightning 30B A3B 262,144 · Seed 2.1 Turbo 256,000 tokens
  • Widest inputsSeed 2.1 TurboLaguna XS 2.1: Text · Nemotron 3.5 Lightning 30B A3B: Text · Seed 2.1 Turbo: Text, Images, Video
  • Self-hostingLaguna XS 2.1 and Nemotron 3.5 Lightning 30B A3BPublishes downloadable weights
How the score is built
MeasureWeightLaguna XS 2.1Nemotron 3.5 Lightning 30B A3BSeed 2.1 Turbo
Price50%10010052
Inputs & features30%354580
Context window20%373736
Overall100%68/10071/10057/100

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.

Laguna XS 2.1 vs Nemotron 3.5 Lightning 30B A3B vs Seed 2.1 Turbo specifications side by side
SpecificationLaguna XS 2.1PoolsideNemotron 3.5 Lightning 30B A3BNVIDIASeed 2.1 TurboByteDance Seed
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.06$0.05 (best)$0.445
Output$0.12 (best)$0.20$2.23
Cached input——$0.089
Blended (3:1)$0.075 (best)$0.087$0.891
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 1 providersMedian of 9 providersOfficial Volcengine Ark API
Limits
Context window262,144 tokens (best)262,144 tokens (best)256,000 tokens
Max output32,768 tokens262,144 tokens (best)256,000 tokens
Inputs and features
TextYesYesYes
ImagesNoNoYes
PDFsNoNoNo
AudioNoNoNo
VideoNoNoYes
ReasoningYesYesYesminimal · low · medium · high · xhigh · max
Tool callingYesYesYes
Structured outputNoYesYes
Availability
WeightsOpenOpenProprietary
API model IDpoolside/laguna-xs-2.1nvidia/nemotron-3.5-lightning-30b-a3bdoubao-seed-2-1-turbo-260628
API providers412 (best)4
ReleasedJul 2, 2026Aug 11, 2026Jun 23, 2026
Knowledge cutoff———
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.

  • Laguna XS 2.1$0.84
  • Nemotron 3.5 Lightning 30B A3B$0.90
  • Seed 2.1 Turbo$8.91
04 — Questions

Which should you choose?

Which is better: Laguna XS 2.1, Nemotron 3.5 Lightning 30B A3B or Seed 2.1 Turbo?

Nemotron 3.5 Lightning 30B A3B is the better all-round choice, scoring 71/100 against Laguna XS 2.1 (68) and Seed 2.1 Turbo (57). Seed 2.1 Turbo wins on inputs & features. 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, Laguna XS 2.1, Nemotron 3.5 Lightning 30B A3B or Seed 2.1 Turbo?

Laguna XS 2.1 is cheaper at $0.06 input / $0.12 output per million tokens (median across 1 API provider; free on Poolside). Nemotron 3.5 Lightning 30B A3B costs $0.05 input / $0.20 output per million tokens (median across 9 API providers; free on Nvidia); Seed 2.1 Turbo costs $0.445 input / $2.23 output per million tokens (official Volcengine Ark API price). At a typical mix of three input tokens to one output token, that is $0.075 per million tokens for Laguna XS 2.1 versus $0.087 for Nemotron 3.5 Lightning 30B A3B (1.2× as much) and $0.891 for Seed 2.1 Turbo (12× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. Laguna XS 2.1 has not been scored yet, Nemotron 3.5 Lightning 30B A3B has not been scored yet and Seed 2.1 Turbo has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Laguna XS 2.1, Nemotron 3.5 Lightning 30B A3B and Seed 2.1 Turbo 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?

Laguna XS 2.1 and Nemotron 3.5 Lightning 30B A3B have the largest context windows (262,144 and 262,144 tokens), against 256,000 for Seed 2.1 Turbo. Maximum output per response: Laguna XS 2.1 up to 32,768, Nemotron 3.5 Lightning 30B A3B up to 262,144, Seed 2.1 Turbo up to 256,000 tokens.

Which can read images, PDFs, audio or video?

Laguna XS 2.1 accepts text; Nemotron 3.5 Lightning 30B A3B accepts text; Seed 2.1 Turbo accepts text, images and video. Seed 2.1 Turbo handles the widest range of inputs.

Are any of these open source?

Laguna XS 2.1 and Nemotron 3.5 Lightning 30B A3B publishes its weights and can be self-hosted; Seed 2.1 Turbo is proprietary.

Which is newer?

Nemotron 3.5 Lightning 30B A3B is the newest, released Aug 11, 2026. Laguna XS 2.1 came out Jul 2, 2026; Seed 2.1 Turbo came out Jun 23, 2026.

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.