Neighborhood Reporting
Experiment
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A consumer-facing neighborhood intelligence platform for evaluating a specific address before moving.
BeforeYouMove turns a single address into a pre-move report in under 60 seconds, covering safety, noise, resident sentiment, pricing, walkability, sun exposure, commute, and local context in one decision layer.
Why I built it
Most people only discover the real problems with a home after moving in.
Noise, safety, sunlight, commute friction, street-level atmosphere, local pricing, and resident sentiment are difficult to judge from a listing page or generic neighborhood score.
I built BeforeYouMove to test whether scattered location signals could become a practical “friend who lives there” report before someone signs a lease or buys a home.
AI stack
Built with AI-assisted development across product framing, data structuring, interface design, report generation logic, copy, debugging, and launch iteration.
The product itself uses address search, anonymous reports, authenticated reports, paid tiers, Stripe checkout, GDPR cookie consent, PostHog analytics, feature flags, session replay, and experimentation dashboards.
Highlights
Address-first report flow with no signup wall before value.
Report structure based on decision-making signals, not generic neighborhood scores.
Free previews, paid single reports, bundled credits, and an agent subscription tier.
Shareable reports, referral tracking, founding-member credits, and anonymous-to-authenticated save prompts.
PostHog dashboards for user journey, reliability, revenue, geography, virality, and report behavior.
Feature flags for conversion, pricing, onboarding, report layout, and product experiments.
Soft-launch traction: 49 address searches, 17 reports generated, 11 signup starts, 4 Stripe checkout starts, and 80+ consented sessions.
Status
Live soft launch with paid tiers enabled.
The product foundation is stronger than the current traffic volume. The next bottleneck is acquisition, not feature depth.
This project helped me move from product insight to shipped consumer product, including monetization, experimentation, analytics, growth loops, and launch iteration.