Technical FAQ
Everything developers and architects need to know about AI agent compliance.
We audit against emerging standards including llms.txt discovery, Schema.org structured data, UCP (Universal Commerce Protocol), ACP (Agent Commerce Protocol), and MCP (Model Context Protocol) endpoints. We also test crawler accessibility for GPTBot, ClaudeBot, Perplexity, and major AI crawlers.
Marketplace platforms control most of the technical infrastructure - structured data, checkout flow, and protocol support are managed by the platform itself, not individual sellers. We can optimise what is within your control (security settings, payment readiness, product descriptions), but some dimensions will always be capped by the platform. For full optimisation, a self-hosted store on Shopify or WooCommerce gives you complete control.
Our in-house developers specialise in Shopify and WooCommerce stores. We also work with custom-built stores on Next.js, Laravel, and other frameworks. For marketplace sellers (Lazada, Shopee, Etsy), we can optimise what is within your control, but platform-level changes require the marketplace itself to update.
SEO audits optimise for human search engines. We optimise for AI agents - software that needs to understand, trust, and complete actions on your site without human intervention. That means structured data for comprehension, protocol signals for capability, and payment readiness for transaction completion.
Yes. Our API supports programmatic scanning. Use it in pre-deploy checks, regression testing, or client onboarding workflows. Agency and Enterprise plans include higher rate limits and batch scanning.
Yes. Enter any URL, we run the full audit, and you get a compliance score with a detailed breakdown - no signup, no credit card, no catch. PDF and markdown reports are available for sharing with stakeholders.
Each dimension includes specific, prioritised technical fixes. Some are quick wins (add llms.txt, update robots.txt). Others need engineering time (implement JSON-LD, configure protocol endpoints). If your team is busy, our Implementation Service handles everything with documentation.
Payment readiness tests whether an AI agent can complete a purchase on your site. We detect Stripe Link support, checkout flow compatibility, and protocol signals like UCP and ACP. No other scanner checks this - and it is the gap between being discovered and being bought from.