inclusionAI: Ling 3.1 Flash vs Dots Studio: Dots3-Note Preview (free): Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing inclusionAI: Ling 3.1 Flash (inclusionai/ling-3.1-flash) vs Dots Studio: Dots3-Note Preview (free) (dots-studio/dots-3-note-preview:free). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
inclusionAI: Ling 3.1 Flash (inclusionai/ling-3.1-flash) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for inclusionAI: Ling 3.1 Flash: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.0375/1M) or route via asynchronous Batch API for 50% off standard token rates.
Dots Studio: Dots3-Note Preview (free) (dots-studio/dots-3-note-preview:free) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Dots Studio: Dots3-Note Preview (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 3.1 Flash (API ID: inclusionai/ling-3.1-flash) vs Dots Studio: Dots3-Note Preview (free) (API ID: dots-studio/dots-3-note-preview:free), Dots Studio: Dots3-Note Preview (free) offers lower standard input pricing at $0/1M tokens ($0/1M output), while Dots Studio: Dots3-Note Preview (free) leads in cached prefix economics at $0/1M tokens (50% discount). inclusionAI: Ling 3.1 Flash 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 3.1 Flash | Dots Studio: Dots3-Note Preview (free) | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | inclusionai/ling-3.1-flash | dots-studio/dots-3-note-preview:free | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.075 / $0.225 | $0 / $0 | Dots Studio: Dots3-Note Preview (free) |
| Cache Read Price (per 1M) | $0.0375/1M (50% Off) | $0/1M (50% Off) | Dots Studio: Dots3-Note Preview (free) |
| Context Window / Max Output | 256K In / 230K Out | 500K In / 450K Out | Dots Studio: Dots3-Note Preview (free) |
| P90 First-Token / Edge Latency | 280ms | 280ms | inclusionAI: Ling 3.1 Flash (-0ms) |
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
Dots Studio: Dots3-Note Preview (free)
API ID: dots-studio/dots-3-note-preview:free • Live RegistryDots3-Note Preview is an open-weight mixture-of-experts model from Dots Studio, with 16B active parameters out of 280B total. It is the lightest model in the Dots 3 family and is..
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 3.1 Flash to Dots Studio: Dots3-Note Preview (free)
Dots3-Note Preview is an open-weight mixture-of-experts model from Dots Studio, with 16B active parameters out of 280B total. It is the lightest model in the Dots 3 family and is.. Verified P90 latency of 280ms.