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Comparison · 3 models · Updated Oct 4, 2026

DeepSeek V4 Flash Vision Exp vs Laguna XS 2.1 vs Nemotron 3.5 Lightning 30B A3B

Too close to call on our weighted score (Nemotron 3.5 Lightning 30B A3B 71, DeepSeek V4 Flash Vision Exp 70, Laguna XS 2.1 68). The right pick depends on what you value most.

  1. DeepSeek

    DeepSeek V4 Flash Vision Exp

    Released Aug 21, 2026

    70/100
    • ECI—
    • Price$0.216 / $0.647
    • Context1M
  2. Poolside

    Laguna XS 2.1

    Released Jul 2, 2026

    68/100
    • ECI—
    • Price$0.06 / $0.12
    • Context262K
  3. NVIDIA

    Nemotron 3.5 Lightning 30B A3B

    Released Aug 11, 2026

    71/100
    • ECI—
    • Price$0.05 / $0.20
    • Context262K
01 — Verdict

Too close to call

It is close. Our weighted score puts them within 1 points (Nemotron 3.5 Lightning 30B A3B 71/100, DeepSeek V4 Flash Vision Exp 70/100, Laguna XS 2.1 68/100), so choose by what matters most for your work: Laguna XS 2.1 on price and DeepSeek V4 Flash Vision Exp for long inputs. 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 · DeepSeek V4 Flash Vision Exp $0.323 per 1M tokens (3:1 blend)
  • Longest contextDeepSeek V4 Flash Vision ExpDeepSeek V4 Flash Vision Exp 1,000,000 · Laguna XS 2.1 262,144 · Nemotron 3.5 Lightning 30B A3B 262,144 tokens
  • Widest inputsDeepSeek V4 Flash Vision ExpDeepSeek V4 Flash Vision Exp: Text, Images · Laguna XS 2.1: Text · 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
MeasureWeightDeepSeek V4 Flash Vision ExpLaguna XS 2.1Nemotron 3.5 Lightning 30B A3B
Price50%73100100
Inputs & features30%703545
Context window20%603737
Overall100%70/10068/10071/100

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.

DeepSeek V4 Flash Vision Exp vs Laguna XS 2.1 vs Nemotron 3.5 Lightning 30B A3B specifications side by side
SpecificationDeepSeek V4 Flash Vision ExpDeepSeekLaguna XS 2.1PoolsideNemotron 3.5 Lightning 30B A3BNVIDIA
Capability
Capabilities Index (ECI)———
ECI rank———
Price per million tokens
Input$0.216$0.06$0.05 (best)
Output$0.647$0.12 (best)$0.20
Cached input———
Blended (3:1)$0.323$0.075 (best)$0.087
Long-context rateSame rateSame rateSame rate
Price sourceMedian of 15 providersMedian of 1 providersMedian of 9 providers
Limits
Context window1,000,000 tokens (best)262,144 tokens262,144 tokens
Max output384,000 tokens (best)32,768 tokens262,144 tokens
Inputs and features
TextYesYesYes
ImagesYesNoNo
PDFsNoNoNo
AudioNoNoNo
VideoNoNoNo
ReasoningYesYesYes
Tool callingYesYesYes
Structured outputYesNoYes
Availability
WeightsOpenMITOpenOpen
API model ID—poolside/laguna-xs-2.1nvidia/nemotron-3.5-lightning-30b-a3b
API providers15 (best)412
ReleasedAug 21, 2026Jul 2, 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.

  • DeepSeek V4 Flash Vision Exp$3.45
  • Laguna XS 2.1$0.84
  • Nemotron 3.5 Lightning 30B A3B$0.90
04 — Questions

Which should you choose?

Which is better: DeepSeek V4 Flash Vision Exp, Laguna XS 2.1 or Nemotron 3.5 Lightning 30B A3B?

It is close. Our weighted score puts them within 1 points (Nemotron 3.5 Lightning 30B A3B 71/100, DeepSeek V4 Flash Vision Exp 70/100, Laguna XS 2.1 68/100), so choose by what matters most for your work: Laguna XS 2.1 on price and DeepSeek V4 Flash Vision Exp for long inputs. 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, DeepSeek V4 Flash Vision Exp, Laguna XS 2.1 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); DeepSeek V4 Flash Vision Exp costs $0.216 input / $0.647 output per million tokens (median across 15 API providers). 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 $0.323 for DeepSeek V4 Flash Vision Exp (4.3× as much).

Which scores higher on benchmarks?

There is no independent benchmark that covers all three models yet. DeepSeek V4 Flash Vision Exp has not been scored yet, Laguna XS 2.1 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 DeepSeek V4 Flash Vision Exp, Laguna XS 2.1 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?

DeepSeek V4 Flash Vision Exp has the largest context window at 1,000,000 tokens, against 262,144 for Laguna XS 2.1 and 262,144 for Nemotron 3.5 Lightning 30B A3B. Maximum output per response: DeepSeek V4 Flash Vision Exp up to 384,000, 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?

DeepSeek V4 Flash Vision Exp accepts text and images; Laguna XS 2.1 accepts text; Nemotron 3.5 Lightning 30B A3B accepts text. DeepSeek V4 Flash Vision Exp 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?

DeepSeek V4 Flash Vision Exp is the newest, released Aug 21, 2026. Nemotron 3.5 Lightning 30B A3B came out Aug 11, 2026; Laguna XS 2.1 came out Jul 2, 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.