AionLabs: Aion-RP 1.0 (8B) vs Z.ai: GLM 5.3 Flash (batch): Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing AionLabs: Aion-RP 1.0 (8B) (aion-labs/aion-rp-llama-3.1-8b) vs Z.ai: GLM 5.3 Flash (batch) (z-ai/glm-5.3-flash:batch). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
AionLabs: Aion-RP 1.0 (8B) (aion-labs/aion-rp-llama-3.1-8b) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for AionLabs: Aion-RP 1.0 (8B): Activate ephemeral prefix caching to slash input costs by 50% (down to $0.4/1M) or route via asynchronous Batch API for 50% off standard token rates.
Z.ai: GLM 5.3 Flash (batch) (z-ai/glm-5.3-flash:batch) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Z.ai: GLM 5.3 Flash (batch): Activate ephemeral prefix caching to slash input costs by 50% (down to $0.03/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing AionLabs: Aion-RP 1.0 (8B) (API ID: aion-labs/aion-rp-llama-3.1-8b) vs Z.ai: GLM 5.3 Flash (batch) (API ID: z-ai/glm-5.3-flash:batch), Z.ai: GLM 5.3 Flash (batch) offers lower standard input pricing at $0.06/1M tokens ($0.2/1M output), while Z.ai: GLM 5.3 Flash (batch) leads in cached prefix economics at $0.03/1M tokens (50% discount). AionLabs: Aion-RP 1.0 (8B) 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 | AionLabs: Aion-RP 1.0 (8B) | Z.ai: GLM 5.3 Flash (batch) | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | aion-labs/aion-rp-llama-3.1-8b | z-ai/glm-5.3-flash:batch | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.8 / $1.6 | $0.06 / $0.2 | Z.ai: GLM 5.3 Flash (batch) |
| Cache Read Price (per 1M) | $0.4/1M (50% Off) | $0.03/1M (50% Off) | Z.ai: GLM 5.3 Flash (batch) |
| Context Window / Max Output | 32K In / 29K Out | 1024K In / 128K Out | Z.ai: GLM 5.3 Flash (batch) |
| P90 First-Token / Edge Latency | 280ms | 280ms | AionLabs: Aion-RP 1.0 (8B) (-0ms) |
Aion-RP-Llama-3.1-8B ranks the highest in the character evaluation portion of the RPBench-Auto benchmark, a roleplaying-specific variant of Arena-Hard-Auto, where LLMs evaluate eac
GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains
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 AionLabs: Aion-RP 1.0 (8B) to Z.ai: GLM 5.3 Flash (batch)
GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains Verified P90 latency of 280ms.