Seed 1.8 vs Nemotron 3 Super 120B A12B vs GLM-4.6V
Seed 1.8 comes out ahead, 63 to 59 and 54 on our weighted score, though Nemotron 3 Super 120B A12B is 9% cheaper per token.
- Our pick
ByteDance SeedSeed 1.8
63/100- ECI—
- Price$0.119 / $1.19
- Context256K
NVIDIANemotron 3 Super 120B A12B
54/100- ECI—
- Price$0.20 / $0.80
- Context262K
Z.ai (Zhipu)GLM-4.6V
59/100- ECI—
- Price$0.30 / $0.90
- Context128K
Seed 1.8 is our pick
Seed 1.8 is the better all-round choice, scoring 63/100 against GLM-4.6V (59) and Nemotron 3 Super 120B A12B (54). Nemotron 3 Super 120B A12B wins on price. 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 priceNemotron 3 Super 120B A12BNemotron 3 Super 120B A12B $0.35 · Seed 1.8 $0.386 · GLM-4.6V $0.45 per 1M tokens (3:1 blend)
- Longest contextNemotron 3 Super 120B A12BNemotron 3 Super 120B A12B 262,144 · Seed 1.8 256,000 · GLM-4.6V 128,000 tokens
- Widest inputsGLM-4.6VSeed 1.8: Text, Images · Nemotron 3 Super 120B A12B: Text · GLM-4.6V: Text, Images, Video
- Self-hostingNemotron 3 Super 120B A12B and GLM-4.6VPublishes downloadable weights
| Measure | Weight | Seed 1.8 | Nemotron 3 Super 120B A12B | GLM-4.6V |
|---|---|---|---|---|
| Price | 50% | 69 | 72 | 66 |
| Inputs & features | 30% | 70 | 35 | 70 |
| Context window | 20% | 36 | 37 | 24 |
| Overall | 100% | 63/100 | 54/100 | 59/100 |
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 1.8ByteDance Seed | Nemotron 3 Super 120B A12BNVIDIA | GLM-4.6VZ.ai (Zhipu) |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.119 (best) | $0.20 | $0.30 |
| Output | $1.19 | $0.80 (best) | $0.90 |
| Cached input | $0.024 | — | — |
| Blended (3:1) | $0.386 | $0.35 (best) | $0.45 |
| Long-context rate | Over 32K: $0.178 / $2.37 | Same rate | Same rate |
| Price source | Official Volcengine Ark API | Official Nvidia API | Official Z.AI API |
| Limits | |||
| Context window | 256,000 tokens | 262,144 tokens (best) | 128,000 tokens |
| Max output | 64,000 tokens | 262,144 tokens (best) | 32,768 tokens |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | No | Yes |
| PDFs | No | No | No |
| Audio | No | No | No |
| Video | No | No | Yes |
| Reasoning | Yesminimal · low · medium · high · xhigh · max | Yes | Yes |
| Tool calling | Yes | Yes | Yes |
| Structured output | Yes | No | No |
| Availability | |||
| Weights | Proprietary | Open | Open |
| API model ID | doubao-seed-1-8-251228 | nvidia/nemotron-3-super-120b-a12b | glm-4.6v |
| API providers | 2 | 19 (best) | 10 |
| Released | Dec 28, 2025 | Mar 11, 2026 | Dec 8, 2025 |
| Knowledge cutoff | — | — | Apr 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 1.8$3.56
- Nemotron 3 Super 120B A12B$3.60
- GLM-4.6V$4.80
Which should you choose?
Which is better: Seed 1.8, Nemotron 3 Super 120B A12B or GLM-4.6V?
Seed 1.8 is the better all-round choice, scoring 63/100 against GLM-4.6V (59) and Nemotron 3 Super 120B A12B (54). Nemotron 3 Super 120B A12B wins on price. 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 1.8, Nemotron 3 Super 120B A12B or GLM-4.6V?
Nemotron 3 Super 120B A12B is cheaper at $0.20 input / $0.80 output per million tokens (official Nvidia API price). Seed 1.8 costs $0.119 input / $1.19 output per million tokens (official Volcengine Ark API price); GLM-4.6V costs $0.30 input / $0.90 output per million tokens (official Z.AI API price). At a typical mix of three input tokens to one output token, that is $0.35 per million tokens for Nemotron 3 Super 120B A12B versus $0.386 for Seed 1.8 (1.1× as much) and $0.45 for GLM-4.6V (1.3× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. Seed 1.8 has not been scored yet, Nemotron 3 Super 120B A12B has not been scored yet and GLM-4.6V has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Seed 1.8, Nemotron 3 Super 120B A12B and GLM-4.6V 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 Super 120B A12B has the largest context window at 262,144 tokens, against 256,000 for Seed 1.8 and 128,000 for GLM-4.6V. Maximum output per response: Seed 1.8 up to 64,000, Nemotron 3 Super 120B A12B up to 262,144, GLM-4.6V up to 32,768 tokens.
Which can read images, PDFs, audio or video?
Seed 1.8 accepts text and images; Nemotron 3 Super 120B A12B accepts text; GLM-4.6V accepts text, images and video. GLM-4.6V handles the widest range of inputs.
Are any of these open source?
Nemotron 3 Super 120B A12B and GLM-4.6V publishes its weights and can be self-hosted; Seed 1.8 is proprietary.
Which is newer?
Nemotron 3 Super 120B A12B is the newest, released Mar 11, 2026. Seed 1.8 came out Dec 28, 2025; GLM-4.6V came out Dec 8, 2025. Knowledge cutoff: GLM-4.6V Apr 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 Oct 4, 2026.
