Ornith 1.0 397B vs Seed 2.1 Pro vs LongCat-2.0
Seed 2.1 Pro comes out ahead, 62 to 51 and 45 on our weighted score, though LongCat-2.0 is 27% cheaper per token.
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
Meituan (LongCat)LongCat-2.0
45/100- ECI—
- Price$0.75 / $2.95
- Context1M
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 LongCat-2.0 (45). It leads on inputs & features. LongCat-2.0 wins on context window. 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 priceLongCat-2.0LongCat-2.0 $1.30 · Seed 2.1 Pro $1.78 per 1M tokens (3:1 blend) · Ornith 1.0 397B unpriced
- Longest contextLongCat-2.0LongCat-2.0 1,000,000 · Ornith 1.0 397B 262,144 · Seed 2.1 Pro 256,000 tokens
- Widest inputsSeed 2.1 ProOrnith 1.0 397B: Text, Images · Seed 2.1 Pro: Text, Images, Video · LongCat-2.0: Text
- Self-hostingOrnith 1.0 397BPublishes downloadable weights (MIT)
| Measure | Weight | Ornith 1.0 397B | Seed 2.1 Pro | LongCat-2.0 |
|---|---|---|---|---|
| Inputs & features | 60% | 60 | 80 | 35 |
| Context window | 40% | 37 | 36 | 60 |
| Overall | 100% | 51/100 | 62/100 | 45/100 |
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 | Ornith 1.0 397BDeepReinforce | Seed 2.1 ProByteDance Seed | LongCat-2.0Meituan (LongCat) |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | — | $0.891 | $0.75 (best) |
| Output | — | $4.45 | $2.95 (best) |
| Cached input | — | $0.178 | $0.015 (best) |
| Blended (3:1) | — | $1.78 | $1.30 (best) |
| Long-context rate | — | Same rate | Same rate |
| Price source | — | Official Volcengine Ark API | Official LongCat API |
| Limits | |||
| Context window | 262,144 tokens | 256,000 tokens | 1,000,000 tokens (best) |
| Max output | — | 256,000 tokens (best) | 131,072 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | Yes | No |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | Yes | No |
| Reasoning | Yes | Yesminimal · low · medium · high · xhigh · max | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | Yes | No |
| Availability | |||
| Weights | OpenMIT | Proprietary | Proprietary |
| API model ID | — | doubao-seed-2-1-pro-260628 | LongCat-2.0 |
| API providers | — | 2 | 5 (best) |
| Released | Jun 25, 2026 | Jun 23, 2026 | Jun 30, 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.
- Ornith 1.0 397B—
- Seed 2.1 Pro$17.81
- LongCat-2.0$13.40
Which should you choose?
Which is better: Ornith 1.0 397B, Seed 2.1 Pro or LongCat-2.0?
Seed 2.1 Pro is the better all-round choice, scoring 62/100 against Ornith 1.0 397B (51) and LongCat-2.0 (45). It leads on inputs & features. LongCat-2.0 wins on context window. 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, Ornith 1.0 397B, Seed 2.1 Pro or LongCat-2.0?
LongCat-2.0 is cheaper at $0.75 input / $2.95 output per million tokens (official LongCat API price). 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 $1.30 per million tokens for LongCat-2.0 versus $1.78 for Seed 2.1 Pro (1.4× 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. Ornith 1.0 397B has not been scored yet, Seed 2.1 Pro has not been scored yet and LongCat-2.0 has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Ornith 1.0 397B, Seed 2.1 Pro and LongCat-2.0 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?
LongCat-2.0 has the largest context window at 1,000,000 tokens, against 262,144 for Ornith 1.0 397B and 256,000 for Seed 2.1 Pro. Maximum output per response: Seed 2.1 Pro up to 256,000, LongCat-2.0 up to 131,072 tokens.
Which can read images, PDFs, audio or video?
Ornith 1.0 397B accepts text and images; Seed 2.1 Pro accepts text, images and video; LongCat-2.0 accepts text. Seed 2.1 Pro handles the widest range of inputs.
Are any of these open source?
Ornith 1.0 397B publishes its weights (MIT) and can be self-hosted; Seed 2.1 Pro and LongCat-2.0 is proprietary.
Which is newer?
LongCat-2.0 is the newest, released Jun 30, 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.
