Why 97% of AI Startups Fail: They’re Using Everyone Else’s Data

Sunday, 14 June 2026 / Published in Founder Resources, Startup Strategy
Featured cover for the M Accelerator article 'Why 97% of AI Startups Fail: They're Using Everyone Else's Data' — building proprietary datasets for ai.
Picture this: You’ve built an AI product that analyzes customer behavior patterns. Three months later, your biggest competitor launches an identical feature. Six months later, OpenAI releases it as a standard API. Your “proprietary AI” just became a commodity overnight. Building proprietary datasets for AI is the process of creating unique, structured data assets that

The AI Medical Imaging Revolution That Mid-Market Companies Keep Missing (And the $2.8B Opportunity They’re Leaving Behind)

Friday, 15 May 2026 / Published in Founder Resources, Startup Strategy
Featured cover for the M Accelerator article 'The AI Medical Imaging Revolution That Mid-Market Companies Keep Missing (And the $2.8B Opportunity They're Leaving Behind)' — ai for medical imaging mid-market.
AI for medical imaging in the mid-market represents a $2.8B opportunity by 2028, yet most founders between $50K-$3M ARR watch helplessly as enterprise giants dominate while they struggle to find their entry point. This massive market segment encompasses specialized AI applications for radiology, pathology, and diagnostic imaging designed specifically for companies beyond startup phase but