Director, GenAI Product Strategy & GTM @ Qwen https://www.linkedin.com/in/johnnymai-global/
Follow7 lessons that pay down pilot debt, each as challenge, approach and result
Rank the work, not the demo: type it, plot it, score it, then fund it. In this guide Six use case types that predict effort before anyone writes cod...
Guardrails are not distrust. They are what make a production launch signable. In this guide, we will discuss seven runtime guardrails, placed in the order a request meets them.
10,000 images on the Qwen-Image-2.1 Turbo API cost $160 at Singapore list price. That buys generation, editing and native transparency from one 7B model, live on Model Studio since Oct 9.
Producers and marketing leads planning AI video campaigns need a budget that survives the client call, yet Wan3.
Every video team on Alibaba Cloud Model Studio now faces a model choice: run Wan3.0 on wan3.0-video, or pay more for wan3.
Every marketing ops lead moving Wan3.0 into a monthly delivery commitment faces the same question: how do you turn a model that can make the final cut...
Every strategy and PMO director writing the 2027 plan faces the same backlog: ideas from every function, all labeled AI, with no common unit.
Every AI engineering lead with failing answers faces the same budget call: fix them with a better prompt, retrieval, or a fine-tuned Qwen model on Ali...
Operations and product leaders are probably holding two kinds of agent requests: one to agentify a process that already works, one from a team drowning in exceptions.
Every FinOps lead and engineering manager running Qwen on Alibaba Cloud Model Studio faces the same budget question: what will each workload actually ...
Every platform team serving Qwen at volume faces the same choice: send every request to the flagship, or route each one to the cheapest model that pas...
Every regulated enterprise running AI faces the same question: run Qwen open weights on infrastructure you control, or call Qwen through a managed API...
You are not buying a model. You are buying a unit of work. Same work, $216 to $20,000. Why?
Wan3.0 accepts documents, links, images, video, and audio in one prompt. Here is why omni-reference changes how teams brief a model, and how to write production briefs that survive to the final cut.
Wan3.0 at general availability: native up to 30 seconds, omni-reference across nine file types, editing carry-forward, and per-second pricing at $0.
Wan2.7 vs. Wan3.0, row by row comparison
About 95% of enterprise AI pilots fail to deliver measurable P&L impact, and the cause is rarely talent.
