From Hoarder Homes to Sneaker Boutiques: The AI Appraisal Pivot

Apr 2, 2026 · Predictable Revenue Podcast
🎧 PodShort 37 min squeezed to 3 AI SprinklerAS Sales Tech
Episode artwork
Gavin MacNamara
Founder at Why Not Us
Predictable Revenue Podcast
37 min squeezed to 3
Full episode from Predictable Revenue Podcast
Quotable Moments

Why not us? Why can't we achieve these goals that we have?

Gavin MacNamaraFounder at Why Not Us
01:24

If there's a time to take a bet on myself, it's right now.

Gavin MacNamaraFounder at Why Not Us
03:36

Product market fit is a multiplier of your go-to-market efforts, and the stronger it is... the better your go-to-market efforts are going to be.

Colin StuartHost of The Predictable Revenue Podcast
30:22
Key Insights
  • The name 'Why Not Us' originated from a personal feeling of ambition and a question posed amongst friends about why they couldn't achieve their goals, coupled with the broader vision of empowering people in the emerging AI era.
  • The initial business idea for Why Not Us emerged organically when Gavin was consulting for free on AI projects for small businesses, and a client directly encouraged him to commercialize his services.
  • While challenging and involving periods of no revenue (up to three months), the decision to leave employment and start a business was driven by a desire to create and execute on ideas, with the financial aspect being a secondary motivator initially.
  • The early stages of entrepreneurship are often characterized by constant challenges and pivots, where the business might feel like a 'dummy' that requires continuous effort (like CPR) to bring to life, with the core idea frequently adapting to new insights.
  • Gavin validated his entrepreneurial venture based on 10 years of product management experience, analyzing market risks, and sensing a broad market uncertainty that made it a prime time to take a risk with a nimble startup (like a 'motorboat').
  • Initial customer acquisition for consulting involved leveraging his network, starting with a known contact and following referrals ('trail'), combined with direct outreach to local police departments where his previous experience in public safety AI was highly relevant.
  • The pivot to software and the first recurring revenue came from developing 'RealWorth,' an AI-powered app that appraises items from a picture with 98% accuracy, which initially gained traction through a friend's immediate interest.
  • The inspiration for RealWorth came from a personal pain point during Thanksgiving, observing his 'classic hoarder' parents' possessions and realizing the need for an easy way to appraise items just by taking a picture.
Metrics Mentioned
  • 3 months without revenue (Early days of Why Not Us, during the initial founder journey.)
  • 98% success rate in appraisal (Performance of the RealWorth app in appraising items from pictures.)
  • 30 seconds for appraisal (Speed of appraisal by the RealWorth app.)
  • 10-15% reply rates (from 2%) (Improvement in outbound email campaign reply rates for a previous client after niching down their offering; Colin notes rates were generally higher 'back then'.)
  • $6,000/month (Revenue from Gavin's first recurring B2B customer for the RealWorth app in the sneaker boutique niche.)

RevBots.ai View:

  • RealWorth's pivot to B2B showcases the AI Sprinkler stage: AI bolted onto a niche use case.
  • The sneaker boutique niche success highlights the power of niching down in early-stage GTM.
  • Product-market fit validation is critical for scaling, especially in AI-driven solutions.
  • The journey from Tab Hopper to AI Sprinkler involves constant adaptation and customer-centric pivots.
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