Motif 3 vs Seed 2.1 Turbo vs Nex-N2-Pro
Seed 2.1 Turbo comes out ahead, 57 to 53 and 44 on our weighted score.
Motif Technologies
Motif 3
44/100- ECI—
- Price$0.50 / $2.00
- Context262K
- Our pick
ByteDance SeedSeed 2.1 Turbo
57/100- ECI—
- Price$0.445 / $2.23
- Context256K
Nex AGI
Nex-N2-Pro
53/100- ECI—
- Price$0.50 / $2.50
- Context262K
Seed 2.1 Turbo is our pick
Seed 2.1 Turbo is the better all-round choice, scoring 57/100 against Nex-N2-Pro (53) and Motif 3 (44). It leads 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 priceMotif 3Motif 3 $0.875 · Seed 2.1 Turbo $0.891 · Nex-N2-Pro $1.00 per 1M tokens (3:1 blend)
- Longest contextMotif 3 and Nex-N2-ProMotif 3 262,144 · Nex-N2-Pro 262,144 · Seed 2.1 Turbo 256,000 tokens
- Widest inputsSeed 2.1 TurboMotif 3: Text · Seed 2.1 Turbo: Text, Images, Video · Nex-N2-Pro: Text, Images
- Self-hostingMotif 3 and Nex-N2-ProPublishes downloadable weights (MIT)
| Measure | Weight | Motif 3 | Seed 2.1 Turbo | Nex-N2-Pro |
|---|---|---|---|---|
| Price | 50% | 53 | 52 | 50 |
| Inputs & features | 30% | 35 | 80 | 70 |
| Context window | 20% | 37 | 36 | 37 |
| Overall | 100% | 44/100 | 57/100 | 53/100 |
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 | Motif 3Motif Technologies | Seed 2.1 TurboByteDance Seed | Nex-N2-ProNex AGI |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.50 | $0.445 (best) | $0.50 |
| Output | $2.00 (best) | $2.23 | $2.50 |
| Cached input | — | $0.089 | — |
| Blended (3:1) | $0.875 (best) | $0.891 | $1.00 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Median of 1 providers | Official Volcengine Ark API | Median of 1 providers |
| Limits | |||
| Context window | 262,144 tokens (best) | 256,000 tokens | 262,144 tokens (best) |
| Max output | 262,144 tokens (best) | 256,000 tokens | 262,144 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | No | Yes | Yes |
| 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 | Yes |
| Availability | |||
| Weights | OpenMIT | Proprietary | Open |
| API model ID | — | doubao-seed-2-1-turbo-260628 | — |
| API providers | 1 | 4 (best) | 1 |
| Released | Aug 7, 2026 | Jun 23, 2026 | Jun 2, 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.
- Motif 3$9.00
- Seed 2.1 Turbo$8.91
- Nex-N2-Pro$10.00
Which should you choose?
Which is better: Motif 3, Seed 2.1 Turbo or Nex-N2-Pro?
Seed 2.1 Turbo is the better all-round choice, scoring 57/100 against Nex-N2-Pro (53) and Motif 3 (44). It leads 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, Motif 3, Seed 2.1 Turbo or Nex-N2-Pro?
Motif 3 is cheaper at $0.50 input / $2.00 output per million tokens (median across 1 API provider). 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 $0.875 per million tokens for Motif 3 versus $0.891 for Seed 2.1 Turbo (1× as much) and $1.00 for Nex-N2-Pro (1.1× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Motif 3 has not been scored yet, Seed 2.1 Turbo has not been scored yet and Nex-N2-Pro has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Motif 3, Seed 2.1 Turbo and Nex-N2-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?
Motif 3 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: Motif 3 up to 262,144, Seed 2.1 Turbo up to 256,000, Nex-N2-Pro up to 262,144 tokens.
Which can read images, PDFs, audio or video?
Motif 3 accepts text; Seed 2.1 Turbo accepts text, images and video; Nex-N2-Pro accepts text and images. Seed 2.1 Turbo handles the widest range of inputs.
Are any of these open source?
Motif 3 and Nex-N2-Pro publishes its weights (MIT) and can be self-hosted; Seed 2.1 Turbo is proprietary.
Which is newer?
Motif 3 is the newest, released Aug 7, 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.
