Qwen: Qwen3 Next 80B A3B Thinking vs Z.ai: GLM 4.6: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing Qwen: Qwen3 Next 80B A3B Thinking (qwen/qwen3-next-80b-a3b-thinking) vs Z.ai: GLM 4.6 (z-ai/glm-4.6). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
Qwen: Qwen3 Next 80B A3B Thinking (qwen/qwen3-next-80b-a3b-thinking) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Qwen: Qwen3 Next 80B A3B Thinking: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.075/1M) or route via asynchronous Batch API for 50% off standard token rates.
Z.ai: GLM 4.6 (z-ai/glm-4.6) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Z.ai: GLM 4.6: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.25/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing Qwen: Qwen3 Next 80B A3B Thinking (API ID: qwen/qwen3-next-80b-a3b-thinking) vs Z.ai: GLM 4.6 (API ID: z-ai/glm-4.6), Qwen: Qwen3 Next 80B A3B Thinking offers lower standard input pricing at $0.15/1M tokens ($1.2/1M output), while Qwen: Qwen3 Next 80B A3B Thinking leads in cached prefix economics at $0.075/1M tokens (50% discount). Qwen: Qwen3 Next 80B A3B Thinking achieves a 0ms faster P90 time-to-first-token latency (280ms vs 280ms).
Auto-discovered via live global telemetry registry.
Auto-discovered via live global telemetry registry.
| Specification / FinOps Dimension | Qwen: Qwen3 Next 80B A3B Thinking | Z.ai: GLM 4.6 | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | qwen/qwen3-next-80b-a3b-thinking | z-ai/glm-4.6 | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.15 / $1.2 | $0.5 / $2 | Qwen: Qwen3 Next 80B A3B Thinking |
| Cache Read Price (per 1M) | $0.075/1M (50% Off) | $0.25/1M (50% Off) | Qwen: Qwen3 Next 80B A3B Thinking |
| Context Window / Max Output | 256K In / 230K Out | 200K In / 128K Out | Qwen: Qwen3 Next 80B A3B Thinking |
| P90 First-Token / Edge Latency | 280ms | 280ms | Qwen: Qwen3 Next 80B A3B Thinking (-0ms) |
Qwen3-Next-80B-A3B-Thinking is a reasoning-first chat model in the Qwen3-Next line that outputs structured “thinking” traces by default. It’s designed for hard multi-step problems;
Compared with GLM-4.5, this generation brings several key improvements: Longer context window: The context window has been expanded from 128K to 200K tokens, enabling the model to
Real-Time Stack Cost & Hidden-Fee Simulator (MAU / Token / Egress / GMV)
Calibrated with Reddit r/FinOps & r/devops telemetry: Includes Context Caching, Bandwidth Egress, and MoR Tax
🛰️Switch from Qwen: Qwen3 Next 80B A3B Thinking to Z.ai: GLM 4.6
Compared with GLM-4.5, this generation brings several key improvements: Longer context window: The context window has been expanded from 128K to 200K tokens, enabling the model to Verified P90 latency of 280ms.