Dots Studio: Dots3-Note Preview (free) vs Inception: Mercury 2.5: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing Dots Studio: Dots3-Note Preview (free) (dots-studio/dots-3-note-preview:free) vs Inception: Mercury 2.5 (inception/mercury-2.5). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
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.
Inception: Mercury 2.5 (inception/mercury-2.5) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Inception: Mercury 2.5: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.02/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing Dots Studio: Dots3-Note Preview (free) (API ID: dots-studio/dots-3-note-preview:free) vs Inception: Mercury 2.5 (API ID: inception/mercury-2.5), 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). Dots Studio: Dots3-Note Preview (free) 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 | Dots Studio: Dots3-Note Preview (free) | Inception: Mercury 2.5 | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | dots-studio/dots-3-note-preview:free | inception/mercury-2.5 | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0 / $0 | $0.04 / $0.15 | Dots Studio: Dots3-Note Preview (free) |
| Cache Read Price (per 1M) | $0/1M (50% Off) | $0.02/1M (50% Off) | Dots Studio: Dots3-Note Preview (free) |
| Context Window / Max Output | 500K In / 450K Out | 254K In / 64K Out | Dots Studio: Dots3-Note Preview (free) |
| P90 First-Token / Edge Latency | 280ms | 280ms | Dots Studio: Dots3-Note Preview (free) (-0ms) |
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..
Mercury 2.5 is the fastest reasoning LLM, and the latest diffusion LLM (dLLM) from Inception. Instead of generating tokens sequentially, Mercury 2.5 produces and refines multiple t
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 Dots Studio: Dots3-Note Preview (free) to Inception: Mercury 2.5
Mercury 2.5 is the fastest reasoning LLM, and the latest diffusion LLM (dLLM) from Inception. Instead of generating tokens sequentially, Mercury 2.5 produces and refines multiple t Verified P90 latency of 280ms.