Addresses differ, MLS numbers don't transfer, and square footage disagrees. Listing photos show the same kitchen in both datasets. AI extraction turns property images into matchable attributes.
Product images contain brand names, model numbers, colors, and condition details that aren't in your spreadsheet. AI attribute extraction turns visual information into structured fields ready for matching.
Thousands of images sitting in folders with meaningless filenames. AI image categorization extracts structured labels, categories, and descriptions — turning visual assets into matchable data.
Text matching misses products that look identical but are described differently. File-based matching adds images, PDFs, and documents to the comparison — combining visual and textual signals for accurate results.