Qwen: Qwen3 VL 235B A22B Instruct vs Mistral: Devstral 2 2512: Live Promos, Pricing, Hidden Fees & Latency
Verified 2026 FinOps benchmark comparing Qwen: Qwen3 VL 235B A22B Instruct (qwen/qwen3-vl-235b-a22b-instruct) vs Mistral: Devstral 2 2512 (mistralai/devstral-2512). Simulate cache read multipliers, context cliffs, MAU bills, and P90 latency.
Qwen: Qwen3 VL 235B A22B Instruct (qwen/qwen3-vl-235b-a22b-instruct) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Qwen: Qwen3 VL 235B A22B Instruct: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.105/1M) or route via asynchronous Batch API for 50% off standard token rates.
Mistral: Devstral 2 2512 (mistralai/devstral-2512) 2026 Q4 Developer Promotion & Volume Credits
Official 2026 Q4 promotion for Mistral: Devstral 2 2512: Activate ephemeral prefix caching to slash input costs by 50% (down to $0.2/1M) or route via asynchronous Batch API for 50% off standard token rates.
In Etuki October 2026 FinOps telemetry comparing Qwen: Qwen3 VL 235B A22B Instruct (API ID: qwen/qwen3-vl-235b-a22b-instruct) vs Mistral: Devstral 2 2512 (API ID: mistralai/devstral-2512), Qwen: Qwen3 VL 235B A22B Instruct offers lower standard input pricing at $0.21/1M tokens ($1.9/1M output), while Qwen: Qwen3 VL 235B A22B Instruct leads in cached prefix economics at $0.105/1M tokens (50% discount). Qwen: Qwen3 VL 235B A22B Instruct 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 | Qwen: Qwen3 VL 235B A22B Instruct | Mistral: Devstral 2 2512 | Verified Advantage |
|---|---|---|---|
| Official Vendor API ID | qwen/qwen3-vl-235b-a22b-instruct | mistralai/devstral-2512 | Pinned Snapshot IDs |
| Standard Input / Output (per 1M) | $0.21 / $1.9 | $0.4 / $2 | Qwen: Qwen3 VL 235B A22B Instruct |
| Cache Read Price (per 1M) | $0.105/1M (50% Off) | $0.2/1M (50% Off) | Qwen: Qwen3 VL 235B A22B Instruct |
| Context Window / Max Output | 256K In / 32K Out | 256K In / 205K Out | Mistral: Devstral 2 2512 |
| P90 First-Token / Edge Latency | 280ms | 280ms | Qwen: Qwen3 VL 235B A22B Instruct (-0ms) |
Qwen3-VL-235B-A22B Instruct is an open-weight multimodal model that unifies strong text generation with visual understanding across images and video. The Instruct model targets gen
Devstral 2 is a state-of-the-art open-source model by Mistral AI specializing in agentic coding. It is a 123B-parameter dense transformer model supporting a 256K context window. De
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 Qwen: Qwen3 VL 235B A22B Instruct to Mistral: Devstral 2 2512
Devstral 2 is a state-of-the-art open-source model by Mistral AI specializing in agentic coding. It is a 123B-parameter dense transformer model supporting a 256K context window. De Verified P90 latency of 280ms.