Automated brand-consistent visual production for teams using local AI

Automated brand-consistent visual production for teams using local AI targets a $40.0B = 20M e-commerce & SMBs x $2,000/year on imagery (photography, design, tools, agencies) total addressable market with medium saturation and a year-over-year growth rate of 35% YoY growth in AI-driven creative tooling adoption.

Key trends driving demand: visual-commerce acceleration -- product listings, ads, and social demand more unique creative at scale, increasing demand for automated image pipelines; open-source model proliferation -- high-quality open weights reduce dependence on costly APIs and allow on-prem deployments for privacy/branding; creative-ops automation -- teams prioritize systems that replace manual design bottlenecks with repeatable pipelines and governance; brand-governance focus -- companies seek control over assets and legal clarity, favoring solutions that keep assets on customer infrastructure.