Laguna XS 2.1 vs Nex-N2-Pro vs Seed 2.1 Turbo
Laguna XS 2.1 comes out ahead, 68 to 57 and 53 on our weighted score, and it is the cheaper option too.
- Our pick
PoolsideLaguna XS 2.1
68/100- ECI—
- Price$0.06 / $0.12
- Context262K
Nex AGI
Nex-N2-Pro
53/100- ECI—
- Price$0.50 / $2.50
- Context262K
ByteDance SeedSeed 2.1 Turbo
57/100- ECI—
- Price$0.445 / $2.23
- Context256K
Laguna XS 2.1 is our pick
Laguna XS 2.1 is the better all-round choice, scoring 68/100 against Seed 2.1 Turbo (57) and Nex-N2-Pro (53). It leads on price. 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 · Seed 2.1 Turbo $0.891 · Nex-N2-Pro $1.00 per 1M tokens (3:1 blend)
- Longest contextLaguna XS 2.1 and Nex-N2-ProLaguna XS 2.1 262,144 · Nex-N2-Pro 262,144 · Seed 2.1 Turbo 256,000 tokens
- Widest inputsSeed 2.1 TurboLaguna XS 2.1: Text · Nex-N2-Pro: Text, Images · Seed 2.1 Turbo: Text, Images, Video
- Self-hostingLaguna XS 2.1 and Nex-N2-ProPublishes downloadable weights
| Measure | Weight | Laguna XS 2.1 | Nex-N2-Pro | Seed 2.1 Turbo |
|---|---|---|---|---|
| Price | 50% | 100 | 50 | 52 |
| Inputs & features | 30% | 35 | 70 | 80 |
| Context window | 20% | 37 | 37 | 36 |
| Overall | 100% | 68/100 | 53/100 | 57/100 |
Left out because at least one model lacks the data: capability. The remaining weights were rescaled.
Every spec in one table
Highlighted cells lead their row. Dashes mean the data is not published.
| Specification | Laguna XS 2.1Poolside | Nex-N2-ProNex AGI | Seed 2.1 TurboByteDance Seed |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.06 (best) | $0.50 | $0.445 |
| Output | $0.12 (best) | $2.50 | $2.23 |
| Cached input | — | — | $0.089 |
| Blended (3:1) | $0.075 (best) | $1.00 | $0.891 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Median of 1 providers | Median of 1 providers | Official Volcengine Ark API |
| Limits | |||
| Context window | 262,144 tokens (best) | 262,144 tokens (best) | 256,000 tokens |
| Max output | 32,768 tokens | 262,144 tokens (best) | 256,000 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | Yes | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | Yes |
| Reasoning | Yes | Yes | Yesminimal · low · medium · high · xhigh · max |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | Yes | Yes |
| Availability | |||
| Weights | Open | Open | Proprietary |
| API model ID | poolside/laguna-xs-2.1 | — | doubao-seed-2-1-turbo-260628 |
| API providers | 4 (best) | 1 | 4 (best) |
| Released | Jul 2, 2026 | Jun 2, 2026 | Jun 23, 2026 |
| Knowledge cutoff | — | — | — |
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
- Nex-N2-Pro$10.00
- Seed 2.1 Turbo$8.91
Which should you choose?
Which is better: Laguna XS 2.1, Nex-N2-Pro or Seed 2.1 Turbo?
Laguna XS 2.1 is the better all-round choice, scoring 68/100 against Seed 2.1 Turbo (57) and Nex-N2-Pro (53). It leads on price. 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, Nex-N2-Pro 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). Seed 2.1 Turbo costs $0.445 input / $2.23 output per million tokens (official Volcengine Ark API price); Nex-N2-Pro costs $0.50 input / $2.50 output per million tokens (median across 1 API provider). 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 $0.891 for Seed 2.1 Turbo (12× as much) and $1.00 for Nex-N2-Pro (13× 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, Nex-N2-Pro 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, Nex-N2-Pro 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 Nex-N2-Pro 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, Nex-N2-Pro 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; Nex-N2-Pro accepts text and images; 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 Nex-N2-Pro publishes its weights and can be self-hosted; Seed 2.1 Turbo is proprietary.
Which is newer?
Laguna XS 2.1 is the newest, released Jul 2, 2026. Seed 2.1 Turbo came out Jun 23, 2026; Nex-N2-Pro came out Jun 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.
