Inception: Mercury 2.5 vs inclusionAI: Ling 3.1 Flash: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing Inception: Mercury 2.5 (inception/mercury-2.5) vs inclusionAI: Ling 3.1 Flash (inclusionai/ling-3.1-flash). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
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.
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.
In Etuki October 2026 FinOps telemetry comparing Inception: Mercury 2.5 (API ID: inception/mercury-2.5) vs inclusionAI: Ling 3.1 Flash (API ID: inclusionai/ling-3.1-flash), Inception: Mercury 2.5 offers lower standard input pricing at $0.04/1M tokens ($0.15/1M output), while Inception: Mercury 2.5 leads in cached prefix economics at $0.02/1M tokens (50% discount). Inception: Mercury 2.5 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 | Inception: Mercury 2.5 | inclusionAI: Ling 3.1 Flash | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | inception/mercury-2.5 | inclusionai/ling-3.1-flash | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.04 / $0.15 | $0.075 / $0.225 | Inception: Mercury 2.5 |
| Cache Read Price (per 1M) | $0.02/1M (50% Off) | $0.0375/1M (50% Off) | Inception: Mercury 2.5 |
| Context Window / Max Output | 254K In / 64K Out | 256K In / 230K Out | inclusionAI: Ling 3.1 Flash |
| P90 First-Token / Edge Latency | 280ms | 280ms | Inception: Mercury 2.5 (-0ms) |
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
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
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 Inception: Mercury 2.5 to inclusionAI: Ling 3.1 Flash
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total. Verified P90 latency of 280ms.