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Comparison · 3 models · Updated Oct 4, 2026

Laguna XS 2.1 vs Ornith 1.0 31B vs Nemotron 3.5 Lightning 30B A3B

Ornith 1.0 31B comes out ahead, 51 to 42 and 36 on our weighted score.

  1. Poolside

    Laguna XS 2.1

    Released Jul 2, 2026

    36/100
    • ECI—
    • Price$0.06 / $0.12
    • Context262K
  2. Our pick

    DeepReinforce

    Ornith 1.0 31B

    Released Jun 25, 2026

    51/100
    • ECI—
    • Price—
    • Context262K
  3. NVIDIA

    Nemotron 3.5 Lightning 30B A3B

    Released Aug 11, 2026

    42/100
    • ECI—
    • Price$0.05 / $0.20
    • Context262K
01 — Verdict

Ornith 1.0 31B is our pick

Ornith 1.0 31B is the better all-round choice, scoring 51/100 against Nemotron 3.5 Lightning 30B A3B (42) and Laguna XS 2.1 (36). It leads on inputs & features. The score weighs inputs & features 60%, context window 40%. 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 per 1M tokens (3:1 blend) · Ornith 1.0 31B unpriced
  • Longest contextAbout the sameLaguna XS 2.1 262,144 · Ornith 1.0 31B 262,144 · Nemotron 3.5 Lightning 30B A3B 262,144 tokens
  • Widest inputsOrnith 1.0 31BLaguna XS 2.1: Text · Ornith 1.0 31B: Text, Images · Nemotron 3.5 Lightning 30B A3B: Text
  • Self-hostingAll open weightsEvery model here can be downloaded and run on your own hardware
How the score is built
MeasureWeightLaguna XS 2.1Ornith 1.0 31BNemotron 3.5 Lightning 30B A3B
Inputs & features60%356045
Context window40%373737
Overall100%36/10051/10042/100

Left out because at least one model lacks the data: capability and price. 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 Ornith 1.0 31B vs Nemotron 3.5 Lightning 30B A3B specifications side by side
SpecificationLaguna XS 2.1PoolsideOrnith 1.0 31BDeepReinforceNemotron 3.5 Lightning 30B A3BNVIDIA
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.06—$0.05 (best)
Output$0.12 (best)—$0.20
Cached input———
Blended (3:1)$0.075 (best)—$0.087
Long-context rateSame rate—Same rate
Price sourceMedian of 1 providers—Median of 9 providers
Limits
Context window262,144 tokens262,144 tokens262,144 tokens
Max output32,768 tokens—262,144 tokens (best)
Inputs and features
TextYesYesYes
ImagesNoYesNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYesYesYes
Tool callingYesYesYes
Structured outputNoNoYes
Availability
WeightsOpenOpenMITOpen
API model IDpoolside/laguna-xs-2.1—nvidia/nemotron-3.5-lightning-30b-a3b
API providers4—12 (best)
ReleasedJul 2, 2026Jun 25, 2026Aug 11, 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
  • Ornith 1.0 31B—
  • Nemotron 3.5 Lightning 30B A3B$0.90
04 — Questions

Which should you choose?

Which is better: Laguna XS 2.1, Ornith 1.0 31B or Nemotron 3.5 Lightning 30B A3B?

Ornith 1.0 31B is the better all-round choice, scoring 51/100 against Nemotron 3.5 Lightning 30B A3B (42) and Laguna XS 2.1 (36). It leads on inputs & features. The score weighs inputs & features 60%, context window 40%. 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, Ornith 1.0 31B or Nemotron 3.5 Lightning 30B A3B?

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). 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). Ornith 1.0 31B has no published per-token price.

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, Ornith 1.0 31B has not been scored yet and Nemotron 3.5 Lightning 30B A3B has not been scored yet.

Which is better for coding?

There are no published SWE-bench Verified results for Laguna XS 2.1, Ornith 1.0 31B and Nemotron 3.5 Lightning 30B A3B 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, Ornith 1.0 31B and Nemotron 3.5 Lightning 30B A3B share the same 262,144-token context window. Maximum output per response: Laguna XS 2.1 up to 32,768, Nemotron 3.5 Lightning 30B A3B up to 262,144 tokens.

Which can read images, PDFs, audio or video?

Laguna XS 2.1 accepts text; Ornith 1.0 31B accepts text and images; Nemotron 3.5 Lightning 30B A3B accepts text. Ornith 1.0 31B handles the widest range of inputs.

Are any of these open source?

Yes, all three publish their weights (MIT), so you can self-host them.

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; Ornith 1.0 31B came out Jun 25, 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.