The product lives or dies by response time. If analyzing a business takes more than 30 seconds, the visitor leaves. You have to scan four channels in parallel (Google Reviews, Maps ranking, Google Business profile, social media), normalize what each one returns and compose a coherent score, all within that target time.
The second hard part is delivering the analysis without asking anything of the visitor. No sign-up. You enter the business name and city, hit the button, and see the report. That forces you to control abuse (rate limiting by IP), manage cost per API (Google Places, Maps, etc.) and cache results per business so two back-to-back queries don't double the spend.
Then comes the SaaS part. The unregistered visitor sees a one-off report. If they want history, alerts or continuous monitoring, they go through Stripe. Accounts in Supabase with Row-Level Security, subscriptions in Stripe, transactional emails with Resend, a dedicated dashboard. An entire monetization layer added without losing the original "no sign-up" promise.
