GPT-5.4-Cyber (OpenAI) vs Qwen (Alibaba)

Qwen (Alibaba) is the clear winner: 8.8/10 (A-tier) versus 7.2/10 (B-tier). GPT-5.4-Cyber (OpenAI) isn't a bad tool, but on every category that drives the overall score, Qwen (Alibaba) comes out ahead. The tier gap is repeatable -- not methodology noise -- and the day-to-day experience reflects it.

On pricing, Qwen (Alibaba) starts free while GPT-5.4-Cyber (OpenAI) requires a paid plan from day one (Not publicly disclosed+). If you're testing the waters or running an occasional workload, that gap matters more than the score differential. GPT-5.4-Cyber (OpenAI) starts at Not publicly disclosed; Qwen (Alibaba) starts at $0. Compare what each entry tier actually unlocks before you compare list prices -- the limits matter more than the headline number.

By use case: pick GPT-5.4-Cyber (OpenAI) when enterprise soc teams, established security research orgs, and vetted individual defenders who can qualify for trusted access for cyber. Pick Qwen (Alibaba) when developers who want frontier-tier open weights with apache 2. The two tools aren't fighting for the same person -- they're aiming at adjacent jobs that occasionally overlap. If you're squarely in Qwen (Alibaba)'s lane, the tier-list ranking and the use-case fit point the same direction; if you're in GPT-5.4-Cyber (OpenAI)'s lane, the score gap matters less than the fit.

Bottom line: Qwen (Alibaba) is the better tool for most people right now. Pick GPT-5.4-Cyber (OpenAI) only when enterprise soc teams, established security research orgs, and vetted individual defenders who can qualify for trusted access for cyber -- that's its lane, and inside that lane it still earns its place.