Laguna XS 2.1 vs Ornith 1.0 397B vs Seed 2.1 Pro
Seed 2.1 Pro comes out ahead, 62 to 51 and 36 on our weighted score, though Laguna XS 2.1 is 24× cheaper per token.
PoolsideLaguna XS 2.1
36/100- ECI—
- Price$0.06 / $0.12
- Context262K
DeepReinforce
Ornith 1.0 397B
51/100- ECI—
- Price—
- Context262K
- Our pick
ByteDance SeedSeed 2.1 Pro
62/100- ECI—
- Price$0.891 / $4.45
- Context256K
Seed 2.1 Pro is our pick
Seed 2.1 Pro is the better all-round choice, scoring 62/100 against Ornith 1.0 397B (51) 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 · Seed 2.1 Pro $1.78 per 1M tokens (3:1 blend) · Ornith 1.0 397B unpriced
- Longest contextLaguna XS 2.1 and Ornith 1.0 397BLaguna XS 2.1 262,144 · Ornith 1.0 397B 262,144 · Seed 2.1 Pro 256,000 tokens
- Widest inputsSeed 2.1 ProLaguna XS 2.1: Text · Ornith 1.0 397B: Text, Images · Seed 2.1 Pro: Text, Images, Video
- Self-hostingLaguna XS 2.1 and Ornith 1.0 397BPublishes downloadable weights (MIT)
| Measure | Weight | Laguna XS 2.1 | Ornith 1.0 397B | Seed 2.1 Pro |
|---|---|---|---|---|
| Inputs & features | 60% | 35 | 60 | 80 |
| Context window | 40% | 37 | 37 | 36 |
| Overall | 100% | 36/100 | 51/100 | 62/100 |
Left out because at least one model lacks the data: capability and price. 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 | Ornith 1.0 397BDeepReinforce | Seed 2.1 ProByteDance Seed |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.06 (best) | — | $0.891 |
| Output | $0.12 (best) | — | $4.45 |
| Cached input | — | — | $0.178 |
| Blended (3:1) | $0.075 (best) | — | $1.78 |
| Long-context rate | Same rate | — | Same rate |
| Price source | 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 | — | 256,000 tokens (best) |
| 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 | No | Yes |
| Availability | |||
| Weights | Open | OpenMIT | Proprietary |
| API model ID | poolside/laguna-xs-2.1 | — | doubao-seed-2-1-pro-260628 |
| API providers | 4 (best) | — | 2 |
| Released | Jul 2, 2026 | Jun 25, 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
- Ornith 1.0 397B—
- Seed 2.1 Pro$17.81
Which should you choose?
Which is better: Laguna XS 2.1, Ornith 1.0 397B or Seed 2.1 Pro?
Seed 2.1 Pro is the better all-round choice, scoring 62/100 against Ornith 1.0 397B (51) 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 397B or Seed 2.1 Pro?
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 Pro costs $0.891 input / $4.45 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 $1.78 for Seed 2.1 Pro (24× as much). Ornith 1.0 397B 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 397B has not been scored yet and Seed 2.1 Pro 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 397B and Seed 2.1 Pro 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 Ornith 1.0 397B have the largest context windows (262,144 and 262,144 tokens), against 256,000 for Seed 2.1 Pro. Maximum output per response: Laguna XS 2.1 up to 32,768, Seed 2.1 Pro up to 256,000 tokens.
Which can read images, PDFs, audio or video?
Laguna XS 2.1 accepts text; Ornith 1.0 397B accepts text and images; Seed 2.1 Pro accepts text, images and video. Seed 2.1 Pro handles the widest range of inputs.
Are any of these open source?
Laguna XS 2.1 and Ornith 1.0 397B publishes its weights (MIT) and can be self-hosted; Seed 2.1 Pro is proprietary.
Which is newer?
Laguna XS 2.1 is the newest, released Jul 2, 2026. Ornith 1.0 397B came out Jun 25, 2026; Seed 2.1 Pro 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.
