Seed 2.0 Mini vs Nemotron 3 Nano 30B A3B vs Reka Edge
Seed 2.0 Mini comes out ahead, 78 to 64 and 64 on our weighted score, and it is the cheaper option too.
- Our pick
ByteDance SeedSeed 2.0 Mini
78/100- ECI—
- Price$0.03 / $0.297
- Context256K
NVIDIANemotron 3 Nano 30B A3B
64/100- ECI—
- Price$0.06 / $0.24
- Context262K
Reka AIReka Edge
64/100- ECI—
- Price$0.102 / $0.102
- Context16K
Seed 2.0 Mini is our pick
Seed 2.0 Mini is the better all-round choice, scoring 78/100 against Reka Edge (64) and Nemotron 3 Nano 30B A3B (64). 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 priceSeed 2.0 MiniSeed 2.0 Mini $0.097 · Reka Edge $0.102 · Nemotron 3 Nano 30B A3B $0.105 per 1M tokens (3:1 blend)
- Longest contextNemotron 3 Nano 30B A3BNemotron 3 Nano 30B A3B 262,144 · Seed 2.0 Mini 256,000 · Reka Edge 16,384 tokens
- Widest inputsSeed 2.0 Mini and Reka EdgeSeed 2.0 Mini: Text, Images, Video · Nemotron 3 Nano 30B A3B: Text · Reka Edge: Text, Images, Video
- Self-hostingNemotron 3 Nano 30B A3B and Reka EdgePublishes downloadable weights
| Measure | Weight | Seed 2.0 Mini | Nemotron 3 Nano 30B A3B | Reka Edge |
|---|---|---|---|---|
| Price | 50% | 94 | 92 | 93 |
| Inputs & features | 30% | 80 | 35 | 60 |
| Context window | 20% | 36 | 37 | 0 |
| Overall | 100% | 78/100 | 64/100 | 64/100 |
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 | Seed 2.0 MiniByteDance Seed | Nemotron 3 Nano 30B A3BNVIDIA | Reka EdgeReka AI |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.03 (best) | $0.06 | $0.102 |
| Output | $0.297 | $0.24 | $0.102 (best) |
| Cached input | $0.0059 | — | — |
| Blended (3:1) | $0.097 (best) | $0.105 | $0.102 |
| Long-context rate | Over 32K: $0.059 / $0.594 | Same rate | Same rate |
| Price source | Official Volcengine Ark API | Median of 15 providers | Median of 4 providers |
| Limits | |||
| Context window | 256,000 tokens | 262,144 tokens (best) | 16,384 tokens |
| Max output | 32,000 tokens | 262,144 tokens (best) | 14,745 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | No | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | Yes | No | Yes |
| Reasoning | Yesminimal · low · medium · high · xhigh · max | Yes | No |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | No | No |
| Availability | |||
| Weights | Proprietary | Open | Open |
| API model ID | doubao-seed-2-0-mini-260428 | — | — |
| API providers | 14 | 16 (best) | 4 |
| Released | Feb 14, 2026 | Dec 15, 2025 | Mar 11, 2026 |
| Knowledge cutoff | — | Jun 25, 2025 | — |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- Seed 2.0 Mini$0.891
- Nemotron 3 Nano 30B A3B$1.08
- Reka Edge$1.23
Which should you choose?
Which is better: Seed 2.0 Mini, Nemotron 3 Nano 30B A3B or Reka Edge?
Seed 2.0 Mini is the better all-round choice, scoring 78/100 against Reka Edge (64) and Nemotron 3 Nano 30B A3B (64). 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, Seed 2.0 Mini, Nemotron 3 Nano 30B A3B or Reka Edge?
Seed 2.0 Mini is cheaper at $0.03 input / $0.297 output per million tokens (official Volcengine Ark API price). Reka Edge costs $0.102 input / $0.102 output per million tokens (median across 4 API providers); Nemotron 3 Nano 30B A3B costs $0.06 input / $0.24 output per million tokens (median across 15 API providers). At a typical mix of three input tokens to one output token, that is $0.097 per million tokens for Seed 2.0 Mini versus $0.102 for Reka Edge (1.1× as much) and $0.105 for Nemotron 3 Nano 30B A3B (1.1× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Seed 2.0 Mini has not been scored yet, Nemotron 3 Nano 30B A3B has not been scored yet and Reka Edge has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Seed 2.0 Mini, Nemotron 3 Nano 30B A3B and Reka Edge 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?
Nemotron 3 Nano 30B A3B has the largest context window at 262,144 tokens, against 256,000 for Seed 2.0 Mini and 16,384 for Reka Edge. Maximum output per response: Seed 2.0 Mini up to 32,000, Nemotron 3 Nano 30B A3B up to 262,144, Reka Edge up to 14,745 tokens.
Which can read images, PDFs, audio or video?
Seed 2.0 Mini accepts text, images and video; Nemotron 3 Nano 30B A3B accepts text; Reka Edge accepts text, images and video. Seed 2.0 Mini handles the widest range of inputs.
Are any of these open source?
Nemotron 3 Nano 30B A3B and Reka Edge publishes its weights and can be self-hosted; Seed 2.0 Mini is proprietary.
Which is newer?
Reka Edge is the newest, released Mar 11, 2026. Seed 2.0 Mini came out Feb 14, 2026; Nemotron 3 Nano 30B A3B came out Dec 15, 2025. Knowledge cutoff: Nemotron 3 Nano 30B A3B Jun 25, 2025.
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 Nov 2, 2026.
