• AI-Powered Property Estimates Implementation Guide

  Details how to implement AI property valuations for listed and off-market homes through the estimate object and estimate CRUD endpoints, including required inputs, valuation ranges, confidence values, historical estimates over the previous 24 months, updating property attributes, and presenting the result to clients with appropriate explanatory messaging; Related terms include “estimate endpoint,” “create or update an estimate,” “off-market valuation inputs,” “estimate object,” “confidence value,” “24-month estimate history,” and “presenting a RESTimate”; Its focus is building the feature in an application rather than explaining the underlying model at a high level.Some readers

• AI-Powered Property Estimates Explained

  Explains how RESTimates produces separate on-market and off-market valuations, how the models are retrained weekly and adapt to whichever property features are available, what ranges and confidence represent, why results may differ between property contexts, and how estimates should be interpreted as model outputs rather than formal appraisals; Related terms include “how RESTimates works,” “on-market versus off-market estimate,” “valuation range,” “confidence,” “weekly model retraining,” “available property attributes,” and “not an appraisal”; It is intended for conceptual explanations; endpoint construction and estimate record management are covered in the implementation guide.Few readers

• Understanding and Improving Confidence Scores

  Explains that a RESTimates confidence score represents predicted error and that lower is better, identifies the effects of missing or inaccurate attributes, data availability, location and unusual property characteristics, and provides troubleshooting and data-quality practices that can improve confidence or explain why two otherwise similar homes receive different scores; Related terms include “RESTimates confidence score,” “lower score is better,” “predicted error,” “low-confidence estimate,” “missing bedrooms or size,” “incorrect property attributes,” “unusual home,” “data-poor location,” and “improve confidence”; Its focus is interpreting and troubleshooting confidence, not the valuation range itself.Few readers

• Using Historical MLS® Data for Off-Market Property Estimates

  Shows how to prefill an off-market estimate from the latest address-history record, detect stale property-tax information, calculate an updated tax value from year-grouped median statistics, and validate or fall back when history is missing, helping a valuation form use better inputs without silently presenting old MLS® facts as current; Related terms include “off-market estimate from MLS® history,” “prefill property facts,” “latest address-history record,” “stale property tax,” “estimate current tax,” “median tax statistics,” “missing history,” and “fallback values”; Its focus is enriching a valuation form before calling RESTimates.Few readers

• Why do I get a 403 error when making an estimate request?

  Explains the main causes of a 403 response from the property-estimate service, including an account where RESTimates is not enabled, a location outside the authorized geography, MLS® restrictions or missing VOW access, and gives the activation, permissions and support checks needed to determine whether the request or the subscription must change; Related terms include “estimate request forbidden,” “RESTimates 403,” “feature not enabled,” “property outside authorized area,” “MLS® restriction,” “VOW permission required,” “activate estimates,” and “contact support”; It is most relevant when authentication succeeds but the valuation service rejects the request because the account or geography lacks permission.Few readers

• Building a Step by Step Property Estimate Tool for homeowners and sellers

  Outlines a step-by-step homeowner valuation flow that locates and geocodes an address, enriches it with MLS® history, asks the user for missing or corrected property attributes, submits an off-market RESTimate request, and presents the value range and confidence in a lead-friendly ‘What is my home worth?’ experience; Related terms include “What is my home worth,” “seller lead form,” “off-market estimate journey,” “geocode an address,” “prefill from MLS® history,” “ask for missing property details,” and “show range and confidence”; Its focus is the full homeowner-facing funnel rather than the lower-level estimate API alone.Few readers