Blog
Case studies, scaling stories, and AI SaaS engineering notes by Ian Koncevich.
Most AI Startups Fail for the Same Predictable Reasons
Not because the idea is weak. Not because the model is wrong. But because the entire system around the product is incomplete.
$15K SaaS MVP Case Study
How we built and launched a SaaS MVP with just $15,000 investment – research, development, and scaling results.
SaaS Marketing Tracking Software – Case Study
How we built a traffic attribution SaaS MVP: Google & Meta API integration, custom tracking script, real-time analytics, and DevOps-ready scaling.
Scaling Without Fear – Case Study
How we handled a production crash at 300% growth: the recovery playbook and mindset to scale AI SaaS safely.