Qwen: Qwen3 VL 8B Instruct vs NVIDIA: Nemotron 3 Super: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing Qwen: Qwen3 VL 8B Instruct (qwen/qwen3-vl-8b-instruct) vs NVIDIA: Nemotron 3 Super (nvidia/nemotron-3-super-120b-a12b). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
Qwen: Qwen3 VL 8B Instruct (qwen/qwen3-vl-8b-instruct) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Qwen: Qwen3 VL 8B Instruct: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.125/1M) or route via asynchronous Batch API for 50% off standard token rates.
NVIDIA: Nemotron 3 Super (nvidia/nemotron-3-super-120b-a12b) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for NVIDIA: Nemotron 3 Super: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.04/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing Qwen: Qwen3 VL 8B Instruct (API ID: qwen/qwen3-vl-8b-instruct) vs NVIDIA: Nemotron 3 Super (API ID: nvidia/nemotron-3-super-120b-a12b), NVIDIA: Nemotron 3 Super offers lower standard input pricing at $0.08/1M tokens ($0.45/1M output), while NVIDIA: Nemotron 3 Super leads in cached prefix economics at $0.04/1M tokens (50% discount). Qwen: Qwen3 VL 8B Instruct 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 VL 8B Instruct | NVIDIA: Nemotron 3 Super | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | qwen/qwen3-vl-8b-instruct | nvidia/nemotron-3-super-120b-a12b | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.25 / $0.75 | $0.08 / $0.45 | NVIDIA: Nemotron 3 Super |
| Cache Read Price (per 1M) | $0.125/1M (50% Off) | $0.04/1M (50% Off) | NVIDIA: Nemotron 3 Super |
| Context Window / Max Output | 256K In / 230K Out | 256K In / 230K Out | Qwen: Qwen3 VL 8B Instruct |
| P90 First-Token / Edge Latency | 280ms | 280ms | Qwen: Qwen3 VL 8B Instruct (-0ms) |
Qwen3-VL-8B-Instruct is a multimodal vision-language model from the Qwen3-VL series, built for high-fidelity understanding and reasoning across text, images, and video. It features
NVIDIA Nemotron 3 Super is a 120B-parameter open hybrid MoE model, activating just 12B parameters for maximum compute efficiency and accuracy in complex multi-agent applications. B
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 VL 8B Instruct to NVIDIA: Nemotron 3 Super
NVIDIA Nemotron 3 Super is a 120B-parameter open hybrid MoE model, activating just 12B parameters for maximum compute efficiency and accuracy in complex multi-agent applications. B Verified P90 latency of 280ms.