
AI Development
The Complete Guide to Building AI-Powered MVPs in 2025
Launch an AI MVP in two weeks with a clear framework, the right stack, and measurable KPIs.
Sarah Chen March 15, 2025 8 min read
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How Singapore SMEs can price, launch, and govern WhatsApp AI automation—with ROI targets and compliance guardrails.

WhatsApp automation can pay back in weeks—if you price it right, measure ROI, and add compliance guardrails. This guide is tuned for Singapore SMEs.
We build and monitor WhatsApp AI for Singapore SMEs—pricing clarity, ROI tracking, and compliance-first handling.
Book a callContinue reading with these picks.

Launch an AI MVP in two weeks with a clear framework, the right stack, and measurable KPIs.

Three SME automations that paid for themselves in under 3 months—bookings, order intake, and support deflection.

Package AI as your own product—recurring revenue, faster launches, and stickier clients.