// ai & valuation
AI that shows its work.
Models propose. Appraisers decide. Every value carries its comps, adjustments and a confidence band you can hand to a board of equalization.
AI assists all three approaches.
Sales comparison
Ranks comps by location, size, age, quality and sale date; proposes line-item adjustments from market-extracted coefficients.
Best for: Residential, vacant land
Cost approach
Flags cost-table mismatches and suggests depreciation from observed condition and photo-derived cues for review.
Best for: New construction, special-purpose
Income approach
Extracts cap rates from verified sales, normalizes expenses and highlights rent-roll anomalies.
Best for: Apartments, commercial
// explainability
Why this value?
Each proposed value breaks down into the factors that drove it, so reviewers can challenge the model instead of trusting it blindly.
- Neighborhood 041238%
- Living area27%
- Quality / condition16%
- Effective age11%
- Lot size8%
Guardrails assessors can sign off on.
Human in the loop
No AI value is certified without an appraiser accepting or overriding it.
Outlier detection
Parcels with unusual changes or ratios are flagged before they reach the roll.
Override reasons
Overrides require a coded reason that appears in the audit trail and appeal packet.
Your data stays yours
Models are tuned on your jurisdiction’s sales and are not shared across customers.
Test the model on your sales.
Share a sales file from last year and we will show how the models would have performed.