Nemotron Cascade 2 30B A3B vs GLM-5V-Turbo
GLM-5V-Turbo comes out ahead, 61 to 35 on our weighted score, and it is the cheaper option too.
NVIDIANemotron Cascade 2 30B A3B
35/100- ECI—
- Price—
- Context256K
- Our pick
Z.ai (Zhipu)GLM-5V-Turbo
61/100- ECI—
- Price$1.20 / $4.00
- Context200K
Add a model
Make it a three-way comparison.
GLM-5V-Turbo is our pick
GLM-5V-Turbo is the better all-round choice, scoring 61/100 against Nemotron Cascade 2 30B A3B (35). It leads on inputs & features. Nemotron Cascade 2 30B A3B 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 priceGLM-5V-TurboGLM-5V-Turbo $1.90 per 1M tokens (3:1 blend) · Nemotron Cascade 2 30B A3B unpriced
- Longest contextNemotron Cascade 2 30B A3BNemotron Cascade 2 30B A3B 256,000 · GLM-5V-Turbo 200,000 tokens
- Widest inputsGLM-5V-TurboNemotron Cascade 2 30B A3B: Text · GLM-5V-Turbo: Text, Images, PDFs, Video
- Self-hostingNemotron Cascade 2 30B A3BPublishes downloadable weights
| Measure | Weight | Nemotron Cascade 2 30B A3B | GLM-5V-Turbo |
|---|---|---|---|
| Inputs & features | 60% | 35 | 80 |
| Context window | 40% | 36 | 32 |
| Overall | 100% | 35/100 | 61/100 |
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 | Nemotron Cascade 2 30B A3BNVIDIA | GLM-5V-TurboZ.ai (Zhipu) |
|---|---|---|
| Capability | ||
| Capabilities Index (ECI) | — | — |
| ECI rank | — | — |
| Price per million tokens | ||
| Input | — | $1.20 |
| Output | — | $4.00 |
| Cached input | — | $0.24 |
| Blended (3:1) | — | $1.90 |
| Long-context rate | — | Same rate |
| Price source | — | Official Z.AI API |
| Limits | ||
| Context window | 256,000 tokens (best) | 200,000 tokens |
| Max output | 32,768 tokens | 131,072 tokens (best) |
| Inputs and features | ||
| Text | Yes | Yes |
| Images | No | Yes |
| PDFs | No | Yes |
| Audio | No | No |
| Video | No | Yes |
| Reasoning | Yes | Yes |
| Tool calling | Yes | Yes |
| Structured output | No | No |
| Availability | ||
| Weights | Open | Proprietary |
| API model ID | — | glm-5v-turbo |
| API providers | — | 14 |
| Released | Mar 24, 2026 | Apr 1, 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.
- Nemotron Cascade 2 30B A3B—
- GLM-5V-Turbo$20.00
Which should you choose?
Which is better: Nemotron Cascade 2 30B A3B or GLM-5V-Turbo?
GLM-5V-Turbo is the better all-round choice, scoring 61/100 against Nemotron Cascade 2 30B A3B (35). It leads on inputs & features. Nemotron Cascade 2 30B A3B 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, Nemotron Cascade 2 30B A3B or GLM-5V-Turbo?
GLM-5V-Turbo is cheaper at $1.20 input / $4.00 output per million tokens (official Z.AI API price). . At a typical mix of three input tokens to one output token, that is $1.90 per million tokens for GLM-5V-Turbo versus . Nemotron Cascade 2 30B A3B has no published per-token price.
Which scores higher on benchmarks?
There is no independent benchmark that covers both models yet. Nemotron Cascade 2 30B A3B has not been scored yet and GLM-5V-Turbo has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for Nemotron Cascade 2 30B A3B and GLM-5V-Turbo yet, so there is no like-for-like coding score. Test both on a sample of your own tasks. Both support tool calling for agent workflows.
Which has the bigger context window?
Nemotron Cascade 2 30B A3B has the largest context window at 256,000 tokens, against 200,000 for GLM-5V-Turbo. Maximum output per response: Nemotron Cascade 2 30B A3B up to 32,768, GLM-5V-Turbo up to 131,072 tokens.
Which can read images, PDFs, audio or video?
Nemotron Cascade 2 30B A3B accepts text; GLM-5V-Turbo accepts text, images, PDFs and video. GLM-5V-Turbo handles the widest range of inputs.
Are any of these open source?
Nemotron Cascade 2 30B A3B publishes its weights and can be self-hosted; GLM-5V-Turbo is proprietary.
Which is newer?
GLM-5V-Turbo is the newest, released Apr 1, 2026. Nemotron Cascade 2 30B A3B came out Mar 24, 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.
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