Amazon: Nova Lite 1.0 vs inclusionAI: Ling 3.0 Flash VL: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing Amazon: Nova Lite 1.0 (amazon/nova-lite-v1) vs inclusionAI: Ling 3.0 Flash VL (inclusionai/ling-3.0-flash-vl). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
Amazon: Nova Lite 1.0 (amazon/nova-lite-v1) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Amazon: Nova Lite 1.0: 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.
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.
In Etuki October 2026 FinOps telemetry comparing Amazon: Nova Lite 1.0 (API ID: amazon/nova-lite-v1) vs inclusionAI: Ling 3.0 Flash VL (API ID: inclusionai/ling-3.0-flash-vl), Amazon: Nova Lite 1.0 offers lower standard input pricing at $0.06/1M tokens ($0.24/1M output), while Amazon: Nova Lite 1.0 leads in cached prefix economics at $0.03/1M tokens (50% discount). Amazon: Nova Lite 1.0 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 | Amazon: Nova Lite 1.0 | inclusionAI: Ling 3.0 Flash VL | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | amazon/nova-lite-v1 | inclusionai/ling-3.0-flash-vl | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.06 / $0.24 | $0.06 / $0.18 | Amazon: Nova Lite 1.0 |
| Cache Read Price (per 1M) | $0.03/1M (50% Off) | $0.03/1M (50% Off) | Amazon: Nova Lite 1.0 |
| Context Window / Max Output | 293K In / 5K Out | 128K In / 32K Out | inclusionAI: Ling 3.0 Flash VL |
| P90 First-Token / Edge Latency | 280ms | 280ms | Amazon: Nova Lite 1.0 (-0ms) |
Amazon Nova Lite 1.0 is a very low-cost multimodal model from Amazon that focused on fast processing of image, video, and text inputs to generate text output. Amazon Nova Lite...
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
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 Amazon: Nova Lite 1.0 to inclusionAI: Ling 3.0 Flash VL
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 Verified P90 latency of 280ms.