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Product Development AI 0-1 MVP

numbrU

A numerology-powered client compass that turns names and birthdays into profession-specific scorecards, with an AI chat that understands the reading.

numbrU Client Compass

The Problem

Marcus had built something genuinely unique. A numerology-based personalization system that generates profession-specific insights from someone's name and date of birth. Real estate agents, coaches, consultants, people who need to understand their clients quickly were already interested.

But all of it lived in Marcus's head and in scattered documents. There was no product. No way to scale it, charge for it, or put it in front of customers with any legitimacy. He needed an MVP that could showcase his personalization engine, handle payments, and actually look like a real product.

He also needed a team that would listen to the concept instead of dismissing it. Numerology isn't exactly a standard SaaS pitch.

What We Built

numbrU Client Compass is a web app where professionals, especially real estate agents, generate numerology-based scorecards for their clients and then use AI chat to dig deeper into the results. Think of it as a CRM meets personality assessment, powered by numerology and AI.

Compass Scorecard Generation

  • Enter a client's full legal name and date of birth
  • Generate profession-specific scorecards using Marcus's proprietary rules
  • Four profession types supported at launch
  • View any client's scorecard at any time

AI-Powered Chat

  • One persistent chat thread per person
  • AI understands the scorecard context, not just generic chat
  • Continue conversations over time as the relationship develops
  • Built on OpenAI's Assistant API with smart context injection

People Management

  • Create and store client profiles
  • Search and retrieve people across your roster
  • Each person linked to their scorecard and chat history

Auth & Onboarding

  • Email and Google sign-up via AWS Cognito
  • Profession selection at onboarding to personalize the experience
  • Clean, guided first-run experience

What Marcus Says

"Cloudfruit truly took time to listen and get grounded in my concept one on one. Sam made himself available as a curious and wise advisor more than an operator. The balance of understanding, honest feedback, curiosity, and low urgency was truly authentic and needed for me."

"The biggest win has been working with the Cloudfruit team in such an open and honest way that I can take feedback same day from my customer interviews and apply it with the Cloudfruit team weighing in as a voice of reason."

— Marcus Combs, Founder of numbrU

Where It Stands

4 Weeks to launch
4 Profession scorecards

numbrU launched in early 2026 and Marcus is now taking it to market. He's running customer interviews, refining the product, and building his user base. The MVP is live, payments work, and the product looks and feels legitimate.

That was the whole point. Take a concept that lived in someone's head, turn it into a real product, and give the founder the confidence to go sell it.

Let's Work Together

Got an idea that needs to ship?

We take founders from concept to launched MVP. No hand-holding, no nonsense, just a product that works.