GLM-4.6V vs Nova Lite vs Qwen3 Coder Next
Nova Lite comes out ahead, 77 to 59 and 51 on our weighted score, and it is the cheaper option too.
Z.ai (Zhipu)GLM-4.6V
59/100- ECI—
- Price$0.30 / $0.90
- Context128K
- Our pick
AmazonNova Lite
77/100- ECI—
- Price$0.06 / $0.24
- Context300K
Alibaba (Qwen)Qwen3 Coder Next
51/100- ECI—
- Price$0.20 / $1.20
- Context262K
Nova Lite is our pick
Nova Lite is the better all-round choice, scoring 77/100 against GLM-4.6V (59) and Qwen3 Coder Next (51). It leads on price and context window. 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 priceNova LiteNova Lite $0.105 · GLM-4.6V $0.45 · Qwen3 Coder Next $0.45 per 1M tokens (3:1 blend)
- Longest contextNova LiteNova Lite 300,000 · Qwen3 Coder Next 262,144 · GLM-4.6V 128,000 tokens
- Widest inputsNova LiteGLM-4.6V: Text, Images, Video · Nova Lite: Text, Images, PDFs, Video · Qwen3 Coder Next: Text
- Self-hostingGLM-4.6V and Qwen3 Coder NextPublishes downloadable weights
| Measure | Weight | GLM-4.6V | Nova Lite | Qwen3 Coder Next |
|---|---|---|---|---|
| Price | 50% | 66 | 96 | 66 |
| Inputs & features | 30% | 70 | 70 | 35 |
| Context window | 20% | 24 | 39 | 37 |
| Overall | 100% | 59/100 | 77/100 | 51/100 |
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 | GLM-4.6VZ.ai (Zhipu) | Nova LiteAmazon | Qwen3 Coder NextAlibaba (Qwen) |
|---|---|---|---|
| Capability | |||
| Capabilities Index (ECI) | — | — | — |
| ECI rank | — | — | — |
| Price per million tokens | |||
| Input | $0.30 | $0.06 (best) | $0.20 |
| Output | $0.90 | $0.24 (best) | $1.20 |
| Cached input | — | $0.015 | — |
| Blended (3:1) | $0.45 | $0.105 (best) | $0.45 |
| Long-context rate | Same rate | Same rate | Same rate |
| Price source | Official Z.AI API | Official Amazon Bedrock API | Median of 11 providers |
| Limits | |||
| Context window | 128,000 tokens | 300,000 tokens (best) | 262,144 tokens |
| Max output | 32,768 tokens | 10,000 tokens | 65,536 tokens (best) |
| Inputs and features | |||
| Text | Yes | Yes | Yes |
| Images | Yes | Yes | No |
| PDFs | No | Yes | No |
| Audio | No | No | No |
| Video | Yes | Yes | No |
| Reasoning | Yes | No | No |
| Tool calling | Yes | Yes | Yes |
| Structured output | No | No | Yes |
| Availability | |||
| Weights | Open | Proprietary | Open |
| API model ID | glm-4.6v | amazon.nova-lite-v1:0 | — |
| API providers | 10 | 3 | 11 (best) |
| Released | Dec 8, 2025 | Dec 3, 2024 | Feb 3, 2026 |
| Knowledge cutoff | Apr 2025 | Oct 2024 | Sep 2025 |
What would a month cost?
Enter your expected volume in millions of tokens. List prices only; caching and batch discounts would lower these.
- GLM-4.6V$4.80
- Nova Lite$1.08
- Qwen3 Coder Next$4.40
Which should you choose?
Which is better: GLM-4.6V, Nova Lite or Qwen3 Coder Next?
Nova Lite is the better all-round choice, scoring 77/100 against GLM-4.6V (59) and Qwen3 Coder Next (51). It leads on price and context window. 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, GLM-4.6V, Nova Lite or Qwen3 Coder Next?
Nova Lite is cheaper at $0.06 input / $0.24 output per million tokens (official Amazon Bedrock API price). GLM-4.6V costs $0.30 input / $0.90 output per million tokens (official Z.AI API price); Qwen3 Coder Next costs $0.20 input / $1.20 output per million tokens (median across 11 API providers). At a typical mix of three input tokens to one output token, that is $0.105 per million tokens for Nova Lite versus $0.45 for GLM-4.6V (4.3× as much) and $0.45 for Qwen3 Coder Next (4.3× as much).
Which scores higher on benchmarks?
There is no independent benchmark that covers all three models yet. GLM-4.6V has not been scored yet, Nova Lite has not been scored yet and Qwen3 Coder Next has not been scored yet.
Which is better for coding?
There are no published SWE-bench Verified results for GLM-4.6V, Nova Lite and Qwen3 Coder Next 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?
Nova Lite has the largest context window at 300,000 tokens, against 262,144 for Qwen3 Coder Next and 128,000 for GLM-4.6V. Maximum output per response: GLM-4.6V up to 32,768, Nova Lite up to 10,000, Qwen3 Coder Next up to 65,536 tokens.
Which can read images, PDFs, audio or video?
GLM-4.6V accepts text, images and video; Nova Lite accepts text, images, PDFs and video; Qwen3 Coder Next accepts text. Nova Lite handles the widest range of inputs.
Are any of these open source?
GLM-4.6V and Qwen3 Coder Next publishes its weights and can be self-hosted; Nova Lite is proprietary.
Which is newer?
Qwen3 Coder Next is the newest, released Feb 3, 2026. GLM-4.6V came out Dec 8, 2025; Nova Lite came out Dec 3, 2024. Knowledge cutoff: GLM-4.6V Apr 2025, Nova Lite Oct 2024, Qwen3 Coder Next Sep 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.
