inclusionAI: Ling 3.0 Flash VL vs NVIDIA: Nemotron 3 Nano Omni (free): Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing inclusionAI: Ling 3.0 Flash VL (inclusionai/ling-3.0-flash-vl) vs NVIDIA: Nemotron 3 Nano Omni (free) (nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
inclusionAI: Ling 3.0 Flash VL (inclusionai/ling-3.0-flash-vl) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for inclusionAI: Ling 3.0 Flash VL: 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.
NVIDIA: Nemotron 3 Nano Omni (free) (nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for NVIDIA: Nemotron 3 Nano Omni (free): Activate ephemeral prefix caching to slash input costs by 50% (down to $0/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing inclusionAI: Ling 3.0 Flash VL (API ID: inclusionai/ling-3.0-flash-vl) vs NVIDIA: Nemotron 3 Nano Omni (free) (API ID: nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free), NVIDIA: Nemotron 3 Nano Omni (free) offers lower standard input pricing at $0/1M tokens ($0/1M output), while NVIDIA: Nemotron 3 Nano Omni (free) leads in cached prefix economics at $0/1M tokens (50% discount). inclusionAI: Ling 3.0 Flash VL 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 | inclusionAI: Ling 3.0 Flash VL | NVIDIA: Nemotron 3 Nano Omni (free) | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | inclusionai/ling-3.0-flash-vl | nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.06 / $0.18 | $0 / $0 | NVIDIA: Nemotron 3 Nano Omni (free) |
| Cache Read Price (per 1M) | $0.03/1M (50% Off) | $0/1M (50% Off) | NVIDIA: Nemotron 3 Nano Omni (free) |
| Context Window / Max Output | 128K In / 32K Out | 250K In / 64K Out | NVIDIA: Nemotron 3 Nano Omni (free) |
| P90 First-Token / Edge Latency | 280ms | 280ms | inclusionAI: Ling 3.0 Flash VL (-0ms) |
Ling 3.0 Flash VL builds on Ling 3.0 Flash (124B total / 5.5B active MoE from InclusionAI), further strengthening its language capabilities while adding native visual perception an
NVIDIA: Nemotron 3 Nano Omni (free)
API ID: nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free • Live RegistryNVIDIA Nemotron™ 3 Nano Omni is a 30B-A3B open multimodal model designed to function as a perception and context sub-agent in enterprise agent systems. It accepts text, image, vide
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 inclusionAI: Ling 3.0 Flash VL to NVIDIA: Nemotron 3 Nano Omni (free)
NVIDIA Nemotron™ 3 Nano Omni is a 30B-A3B open multimodal model designed to function as a perception and context sub-agent in enterprise agent systems. It accepts text, image, vide Verified P90 latency of 280ms.