Architects and design firms — AI visibility is a portfolio problem, not a schema problem

Architecture and design firms have a specific AI visibility challenge that most structured data guides don't address: your most compelling work is visual, and AI systems that answer text queries can't see your portfolio. When someone asks "best architecture firms for residential projects in Edinburgh," the AI is drawing on text — your website copy, directory listings, press coverage, and any written descriptions of your projects. Your portfolio images are invisible to it. This means the AI visibility work for architecture firms is primarily a content problem, not a schema problem. The question is: do you have enough written content describing your projects, your approach, and your specialisms that AI systems can accurately represent you? **What actually helps** Project case studies written as text, not just image galleries. Each major project should have a written description that includes: the brief, the challenge, your approach, the outcome, and the location. This is the content AI systems can actually cite. Press coverage and awards. If you've been featured in Dezeen, Architectural Review, or won a RIBA award, make sure those mentions are linked from your website and that your website links back to them. These are the authoritative third-party sources AI systems trust. Organisation schema with your specialisms listed. The `knowsAbout` property in Organisation schema lets you list your areas of expertise. "Residential architecture, Edinburgh, sustainable design" — these are the terms AI systems use to match your business to relevant queries. The AI Verified Passport handles your business identity layer. But for architecture firms, the content layer is where most of the work is. The schema is the frame; the case studies are the painting.