Live pricing on OneInfer
Pulled from the OneInfer catalog (OpenRouter and direct provider routes) at request time — rates can change. Capture the timestamp with any benchmark or production decision.
| Model | Provider | Input $/1M tokens | Output $/1M tokens |
|---|---|---|---|
| GLM-5.3 | zai | $140.00 | $440.00 |
| GLM-5.3 | zai | $15.00 | $50.00 |
| GLM-5.3 | zai | $37.00 | $125.00 |
| GLM-5.3 | akashml | $117.00 | $396.00 |
| GLM-5.3 | novita | $15.00 | $50.00 |
| GLM-5.3 | together_ai | $15.00 | $50.00 |
| GLM-5.2 | zai | $140.00 | $440.00 |
| GLM-5.2 | bytedance | $140.00 | $440.00 |
| GLM-5.2 | novita | $140.00 | $440.00 |
Decision snapshot
| Decision factor | GLM-5.3 | GLM-5.2 |
|---|---|---|
| Text and agent workflows | Evaluate | Evaluate |
| Price | Use current live price | Use current live price |
| Deployment control | Verify weight/license status | Verify current terms |
| Non-text modalities | Verify provider capabilities | Verify provider capabilities |
Benchmark rules
- Compare only the same evaluation and harness version.
- Label vendor-reported results.
- Record token budget and tool policy.
- Do not infer production reliability from one benchmark.
Ready to test the workflow?
Create account & add creditsStrengths and tradeoffs
Select the model against a representative prompt set, latency target, output budget, tool-calling requirements, and data-control constraints.
Workload recommendation
| Workload | How to choose |
|---|---|
| Budget-sensitive coding | Compare task success per dollar. |
| Long-context analysis | Test retrieval and citation accuracy. |
| Multimodal input | Choose a model/provider that explicitly supports it. |
| Regulated data | Review retention, residency, and deployment terms. |
Frequently asked questions
Can I try GLM-5.3 before integrating it?
Use the OneInfer GLM-5.3 launcher to open a prepared prompt in the authenticated playground. Availability is checked against the current model catalog.
How should I treat benchmark claims?
Check the provenance label and harness version. Vendor-reported and independently verified results are deliberately shown as different evidence classes.
Put GLM-5.3 to work
Fund a controlled evaluation, start with a prepared prompt, and measure quality and cost on your own workload.