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House Hunting & Real Estate Intelligence (byvr.ai)

A decision engine for home buyers that surfaces risk, value, and long-term optionality.

Overview

Problem: buyers lack a holistic, model-driven view.

Why it matters: every purchase is a portfolio decision.

For: home buyers, investors, relocation planners.

Vision & Roadmap

• Phase 0: data ingestion + baseline valuation models.
• Phase 1: simulation engine for "what if I move?"
• Phase 2: personalized risk + cashflow forecasting.
• Done means: decisions explained in under 3 minutes.

Architecture

Diagram placeholder: market data -> scoring -> scenario engine.

• Signal aggregation from listings, taxes, trends.
• Decision engine for value/risk/momentum.
• UX layer for scenario simulation.

Data & AI

• Sources: MLS feeds, economic indices, local signals.
• Models: regression + ranking, anomaly detection.
• Evaluation: accuracy vs closing outcomes.

Progress

• Data pipeline v1
• Market health score prototype
• Scenario simulator
• Buyer risk profiles

Blockers: MLS licensing scope.

Next 30/60/90: pricing tests, pilot cohort, insight engine.

Learnings

• Users want confidence bands, not absolute predictions.
• Risk insights beat raw rankings.