Manual fashion retail ops — unified AI e‑commerce, inventory & fit tools

Manual fashion retail ops — unified AI e‑commerce, inventory & fit tools targets a $60.0B = 20M apparel & fashion SMBs globally x $3K ACV (platform+integrations+services) total addressable market with medium saturation and a year-over-year growth rate of 14% CAGR for e-commerce platforms and specialized retail SaaS, apparel DTC growing faster (~18-22%).

Key trends driving demand: AI-driven personalization -- personalized fit and outfit recommendations increase conversion and reduce returns, directly improving merchant unit economics.; Omnichannel retail -- brands demand single inventory/fulfillment control across online, marketplaces and POS to reduce stockouts and overstocks.; Sustainability & returns pressure -- rising return rates and sustainability scrutiny force tools that minimize returns and enable resale/repairs workflows.; Visual commerce -- shoppers prefer image-based search and try-on experiences, increasing conversion for platforms that support visual search and AR..