Meituan: LongCat 2.0 vs Qwen: Qwen3 Next 80B A3B Instruct: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing Meituan: LongCat 2.0 (meituan/longcat-2.0) vs Qwen: Qwen3 Next 80B A3B Instruct (qwen/qwen3-next-80b-a3b-instruct). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
Meituan: LongCat 2.0 (meituan/longcat-2.0) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Meituan: LongCat 2.0: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.15/1M) or route via asynchronous Batch API for 50% off standard token rates.
Qwen: Qwen3 Next 80B A3B Instruct (qwen/qwen3-next-80b-a3b-instruct) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Qwen: Qwen3 Next 80B A3B Instruct: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.05/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing Meituan: LongCat 2.0 (API ID: meituan/longcat-2.0) vs Qwen: Qwen3 Next 80B A3B Instruct (API ID: qwen/qwen3-next-80b-a3b-instruct), Qwen: Qwen3 Next 80B A3B Instruct offers lower standard input pricing at $0.1/1M tokens ($1.1/1M output), while Qwen: Qwen3 Next 80B A3B Instruct leads in cached prefix economics at $0.05/1M tokens (50% discount). Meituan: LongCat 2.0 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 | Meituan: LongCat 2.0 | Qwen: Qwen3 Next 80B A3B Instruct | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | meituan/longcat-2.0 | qwen/qwen3-next-80b-a3b-instruct | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.3 / $1.2 | $0.1 / $1.1 | Qwen: Qwen3 Next 80B A3B Instruct |
| Cache Read Price (per 1M) | $0.15/1M (50% Off) | $0.05/1M (50% Off) | Qwen: Qwen3 Next 80B A3B Instruct |
| Context Window / Max Output | 1024K In / 256K Out | 256K In / 230K Out | Meituan: LongCat 2.0 |
| P90 First-Token / Edge Latency | 280ms | 280ms | Meituan: LongCat 2.0 (-0ms) |
LongCat 2.0 is a sparse mixture-of-experts language model from Meituan, with 48B active parameters out of 1.6T total. It is suited for coding, repository-level changes, long-horizo
Qwen3-Next-80B-A3B-Instruct is an instruction-tuned chat model in the Qwen3-Next series optimized for fast, stable responses without “thinking” traces. It targets complex tasks acr
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 Meituan: LongCat 2.0 to Qwen: Qwen3 Next 80B A3B Instruct
Qwen3-Next-80B-A3B-Instruct is an instruction-tuned chat model in the Qwen3-Next series optimized for fast, stable responses without “thinking” traces. It targets complex tasks acr Verified P90 latency of 280ms.