Edge AI Goes Mainstream: Smarter Chips, Sub-1W Power Budgets 

Small edge AI chip on a fingertip showing its compact size

Edge AI has quietly moved from research labs into the devices sitting on your desk and in your pocket. For years, running AI on-device meant accepting slow performance, short battery life, or both. Now, new chip designs run genuinely useful AI features on less than a single watt of power. Why Edge AI Struggled to […]

  • Market research & user needs 
  • Product definition & specifications 
  • Regulatory feasibility (BIS, CE, FCC, ISO, medical, automotive, etc.) 
  • Cost modeling & unit economics 
  • Make vs Buy decisions