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Smart Workplace Lab
Smart Workplace Lab
Apr 25, 2026 · R&D Management

How to Align AI Project Expectations When Your Boss Gives Blind Directions

The article recounts a failed AI demo rollout caused by unrealistic boss expectations, then outlines a practical expectation‑management framework—including a capability radar, a weekly gray‑testing roadmap, and tailored communication scripts—to keep AI projects controllable and aligned with business realities.

AI project managementcapability radarexpectation alignment
0 likes · 6 min read
How to Align AI Project Expectations When Your Boss Gives Blind Directions
PMTalk Product Manager Community
PMTalk Product Manager Community
Apr 20, 2026 · Product Management

Essential Traits for AI Product Leaders in the Modern Era

The article outlines how AI product managers in China must turn uncertainty into deliverable versions by accelerating learning, running cheap experiments, building complete evidence chains, and balancing model capability, cost, latency, compliance, and risk while embedding rigorous verification and rollback processes into daily product decisions.

AI product managementcompliancefast iteration
0 likes · 12 min read
Essential Traits for AI Product Leaders in the Modern Era