Qwen: Qwen-Plus vs Moondream: Moondream 3 Preview: Live Promos, Pricing, Hidden Fees & Latency
Qwen: Qwen-Plus (qwen/qwen-plus) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Qwen: Qwen-Plus: Activate ephemeral prefix caching to slash input costs by 50% (down to 0.13/1M) or route via asynchronous Batch API for 50% off standard token rates.
Moondream: Moondream 3 Preview (moondream/moondream3-preview) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Moondream: Moondream 3 Preview: Activate ephemeral prefix caching to slash input costs by 50% (down to 0.15/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing Qwen: Qwen-Plus (API ID: qwen/qwen-plus) vs Moondream: Moondream 3 Preview (API ID: moondream/moondream3-preview), Qwen: Qwen-Plus offers lower standard input pricing at $0.26/1M tokens ($0.78/1M output), while Qwen: Qwen-Plus leads in cached prefix economics at $0.13/1M tokens (50% discount). Qwen: Qwen-Plus 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: Qwen-Plus | Moondream: Moondream 3 Preview | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | qwen/qwen-plus | moondream/moondream3-preview | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.26 / $0.78 | $0.3 / $2.5 | Qwen: Qwen-Plus |
| Cache Read Price (per 1M) | $0.13/1M (50% Off) | $0.15/1M (50% Off) | Qwen: Qwen-Plus |
| Context Window / Max Output | 977K In / 32K Out | 31K In / 4K Out | Qwen: Qwen-Plus |
| P90 First-Token / Edge Latency | 280ms | 280ms | Qwen: Qwen-Plus (-0ms) |
Qwen-Plus, based on the Qwen2.5 foundation model, is a 131K context model with a balanced performance, speed, and cost combination.
Moondream 3 Preview is a vision-language model from Moondream with 9B total parameters and 2B active (mixture-of-experts). It handles visual question answering, captioning, OCR, an
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: Qwen-Plus to Moondream: Moondream 3 Preview
Moondream 3 Preview is a vision-language model from Moondream with 9B total parameters and 2B active (mixture-of-experts). It handles visual question answering, captioning, OCR, an Verified P90 latency of 280ms.