NVIDIA: Nemotron 3 Ultra vs Qwen: Qwen3 Next 80B A3B Thinking: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing NVIDIA: Nemotron 3 Ultra (nvidia/nemotron-3-ultra-550b-a55b) vs Qwen: Qwen3 Next 80B A3B Thinking (qwen/qwen3-next-80b-a3b-thinking). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
NVIDIA: Nemotron 3 Ultra (nvidia/nemotron-3-ultra-550b-a55b) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for NVIDIA: Nemotron 3 Ultra: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.3/1M) or route via asynchronous Batch API for 50% off standard token rates.
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.
In Etuki October 2026 FinOps telemetry comparing NVIDIA: Nemotron 3 Ultra (API ID: nvidia/nemotron-3-ultra-550b-a55b) vs Qwen: Qwen3 Next 80B A3B Thinking (API ID: qwen/qwen3-next-80b-a3b-thinking), 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). NVIDIA: Nemotron 3 Ultra 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 | NVIDIA: Nemotron 3 Ultra | Qwen: Qwen3 Next 80B A3B Thinking | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | nvidia/nemotron-3-ultra-550b-a55b | qwen/qwen3-next-80b-a3b-thinking | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.6 / $2.4 | $0.15 / $1.2 | Qwen: Qwen3 Next 80B A3B Thinking |
| Cache Read Price (per 1M) | $0.3/1M (50% Off) | $0.075/1M (50% Off) | Qwen: Qwen3 Next 80B A3B Thinking |
| Context Window / Max Output | 256K In / 178K Out | 256K In / 230K Out | Qwen: Qwen3 Next 80B A3B Thinking |
| P90 First-Token / Edge Latency | 280ms | 280ms | NVIDIA: Nemotron 3 Ultra (-0ms) |
NVIDIA Nemotron 3 Ultra is an open frontier-reasoning and orchestration model from NVIDIA, with 55B active parameters out of 550B total (MoE). Built on a hybrid Transformer-Mamba m
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;
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 NVIDIA: Nemotron 3 Ultra to Qwen: Qwen3 Next 80B A3B Thinking
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; Verified P90 latency of 280ms.