GLM-4 32B vs Qwen3.6-27B
GLM-4 32B (2025) and Qwen3.6-27B (2026) are agentic coding models from Tsinghua Knowledge Engineering Group (THUDM) and Alibaba. GLM-4 32B ships a not-yet-sourced context window, while Qwen3.6-27B ships a 262K-token context window. On pricing, GLM-4 32B costs $0.1/1M input tokens versus $0.32/1M for the alternative. This comparison covers specs, pricing, capabilities, benchmarks, provider availability, and production fit. It focuses on practical selection signals rather than broad model-family marketing.
GLM-4 32B is ~220% cheaper at $0.1/1M; pay for Qwen3.6-27B only for coding workflow support.
Decision scorecard
Local evidence first| Signal | GLM-4 32B | Qwen3.6-27B |
|---|---|---|
| Decision fit | Classification and JSON / Tool use | Coding, RAG, and Agents |
| Context window | — | 262K |
| Cheapest output | $0.1/1M tokens | $3.2/1M tokens |
| Provider routes | 1 tracked | 2 tracked |
| Shared benchmarks | 0 rows | 0 rows |
Decision tradeoffs
- GLM-4 32B has the lower cheapest tracked output price at $0.1/1M tokens.
- GLM-4 32B uniquely exposes Structured outputs in local model data.
- Local decision data tags GLM-4 32B for Classification and JSON / Tool use.
- Qwen3.6-27B has the larger context window for long prompts, retrieval packs, or transcript analysis.
- Qwen3.6-27B has broader tracked provider coverage for fallback and procurement flexibility.
- Qwen3.6-27B uniquely exposes Vision, Multimodal, and Reasoning in local model data.
- Local decision data tags Qwen3.6-27B for Coding, RAG, and Agents.
Monthly cost at traffic
Estimate token spend from the cheapest tracked input and output prices on this page.
GLM-4 32B
$105
Cheapest tracked route: OpenRouter
Qwen3.6-27B
$1,056
Cheapest tracked route: OpenRouter
Estimated monthly gap: $951. Batch, cache, and negotiated pricing are excluded from this local estimate.
Switch friction
- Provider overlap exists on OpenRouter; start route-level A/B tests there.
- Qwen3.6-27B is $3.1/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
- Check replacement coverage for Structured outputs before moving production traffic.
- Qwen3.6-27B adds Vision, Multimodal, and Reasoning in local capability data.
- Provider overlap exists on OpenRouter; start route-level A/B tests there.
- GLM-4 32B is $3.1/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
- Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.
- GLM-4 32B adds Structured outputs in local capability data.
Specs
| Specification | ||
|---|---|---|
| Released | 2025-03-05 | 2026-04-27 |
| Context window | — | 262K |
| Parameters | 32B | 27B |
| Architecture | - | dense |
| License | Apache 2.0 | Apache 2.0 |
| Knowledge cutoff | - | - |
Pricing and availability
| Pricing attribute | GLM-4 32B | Qwen3.6-27B |
|---|---|---|
| Input price | $0.1/1M tokens | $0.32/1M tokens |
| Output price | $0.1/1M tokens | $3.2/1M tokens |
| Providers |
Capabilities
| Capability | GLM-4 32B | Qwen3.6-27B |
|---|---|---|
| Vision | No | Yes |
| Multimodal | No | Yes |
| Reasoning | No | Yes |
| Function calling | No | Yes |
| Tool use | No | Yes |
| Structured outputs | Yes | No |
| Code execution | No | No |
Benchmarks
No shared benchmark rows are currently sourced for this pair.
Deep dive
The capability footprint differs most on vision: Qwen3.6-27B, multimodal input: Qwen3.6-27B, reasoning mode: Qwen3.6-27B, function calling: Qwen3.6-27B, tool use: Qwen3.6-27B, and structured outputs: GLM-4 32B. Both models share the core language-model surface, so the practical split is not just feature count. Use those differences to decide whether the page is about raw model quality, agentic coding support, multimodal ingestion, or predictable structured API behavior.
For cost, GLM-4 32B lists $0.1/1M input and $0.1/1M output tokens, while Qwen3.6-27B lists $0.32/1M input and $3.2/1M output tokens on the cheapest tracked provider. A 70/30 input-output blend puts GLM-4 32B lower by about $1.08 per million blended tokens. Availability is 1 providers versus 2, so concentration risk also matters.
Choose GLM-4 32B when provider fit and lower input-token cost are central to the workload. Choose Qwen3.6-27B when coding workflow support and broader provider choice are more important. For production, rerun your own prompts through the exact provider, region, and tool stack you plan to ship. This keeps the decision grounded in measurable tradeoffs instead of brand-level assumptions. It also helps separate model capability from provider packaging, which can change cost and latency.
FAQ
Which is cheaper, GLM-4 32B or Qwen3.6-27B?
GLM-4 32B is cheaper on tracked token pricing. GLM-4 32B costs $0.1/1M input and $0.1/1M output tokens. Qwen3.6-27B costs $0.32/1M input and $3.2/1M output tokens. Provider discounts or batch pricing can still change the final bill.
Is GLM-4 32B or Qwen3.6-27B open source?
GLM-4 32B is listed under Apache 2.0. Qwen3.6-27B is listed under Apache 2.0. License labels affect whether you can self-host, redistribute weights, or rely only on hosted APIs, so confirm the upstream license before deployment.
Which is better for vision, GLM-4 32B or Qwen3.6-27B?
Qwen3.6-27B has the clearer documented vision signal in this comparison. If vision is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.
Which is better for multimodal input, GLM-4 32B or Qwen3.6-27B?
Qwen3.6-27B has the clearer documented multimodal input signal in this comparison. If multimodal input is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Which is better for reasoning mode, GLM-4 32B or Qwen3.6-27B?
Qwen3.6-27B has the clearer documented reasoning mode signal in this comparison. If reasoning mode is mission-critical, validate it against the provider endpoint because model-level support and API-level exposure can differ.
Where can I run GLM-4 32B and Qwen3.6-27B?
GLM-4 32B is available on OpenRouter. Qwen3.6-27B is available on OpenRouter and Alibaba Cloud PAI-EAS. Provider coverage can affect latency, region availability, compliance posture, and fallback options. Use this as a quick comparison signal, then confirm the provider-specific limits before committing to production.
Continue comparing
Last reviewed: 2026-05-14. Data sourced from public model cards and provider documentation.