• AI-Powered Property Photo Classification Implementation Guide

  Explains how to use imageInsights room and feature classifications with confidence scores to label, group, filter and select listing photos, how to set practical confidence thresholds, and how to design fallbacks for missing, uncertain or newly processed image classifications without treating AI labels as guaranteed facts; Related terms include “imageInsights,” “room classification,” “photo feature labels,” “classification confidence,” “group photos by room,” “missing classifications,” and “confidence threshold”; It is most relevant when the goal is identifying what a photo depicts, rather than assessing image quality, finding visually similar listings, or choosing a cover image.Few readers

• Quality Scores Feature Implementation Guide

  Provides the implementation guide for AI-generated image quality scores by room and exterior feature, covering qualitative labels and numeric values, search filtering and sorting, property-to-property comparisons, use in valuation or presentation workflows, and sensible thresholds and fallbacks when a photo has not yet been scored; Related terms include “image quality score,” “best kitchen photo,” “room quality label,” “numeric photo score,” “sort or filter by image quality,” “compare properties,” “valuation input,” “threshold,” and “unscored photo”; Its focus is quality assessment, not room classification or visual similarity search.Few readers

• Changing the Cover Image of Property Listings with AI-Powered CoverImage Parameter

  Explains how the AI-powered coverImage parameter can select a photo that best represents a requested room or feature, how the chosen image is returned for display as the listing cover, and why this changes only the promoted photograph rather than the listing’s ranking or the underlying order of search results; Related terms include “AI cover image,” “show a kitchen photo first,” “select a room or feature as the listing thumbnail,” “coverImage parameter,” and “does this change ranking”; It is most relevant when only the promoted listing photo should change, not when searching by visual similarity or reordering the entire result set.Few readers

• Listing Images Implementation Guide

  Explains how to deliver listing photos through the Repliers CDN, request resized or reformatted variants, handle cache-busting and changed images, filter records that have photos, and design placeholders for temporarily missing media, while observing restrictions that prevent an application from using the image service independently of licensed listing display; Related terms include “listing photo URL,” “Repliers image CDN,” “resize image,” “change image format,” “cache busting,” “photo was replaced,” “only listings with photos,” “placeholder image,” and “media licensing restriction”; Its focus is delivery and display of actual listing media.Popular