
What a SaaS MVP really costs and takes to build in 2026, why most founder timelines slip past 12 weeks, and the scoping framework Catalyr uses to ship production-ready MVPs in 8 weeks.

Most "AI-powered" SaaS features are a chatbot widget with no real product value. Here's what genuine AI integration looks like in 2026, what it costs, and how to tell the difference before you hire someone to build it.

Good UI can lift conversion rates by up to 200%, and strong UX by up to 400%, according to Forrester research. Here are the UI/UX mistakes most commonly costing SaaS and e-commerce products that lift — and how to fix them.