The agent successfully gathered a comprehensive picture of Liao's business model, pricing, and positioning from the homepage, pricing page, and llms.txt guidance file. The site is moderately agent-ready: it publishes starting prices, service descriptions, and contact info in fetchable form, but lacks portfolio/testimonials, specific timelines, and competitive context, forcing the agent to flag these absences in its analysis.

• ›The homepage and pricing.md agree on all starting prices (USD, dated 29-09-2026), establishing consistency; llms.txt reinforced the same messaging, suggesting the site was intentionally agent-optimized with a guidance file.
• ›No portfolio, case studies, or client names were found anywhere on the site, despite the founder claiming prior work for Argentine government bodies and Kodak—the agent correctly flagged this as unverified.
• ›Pricing is published as 'desde' (starting) prices in USD, with explicit wording that final quotes are set after discovery; the site was transparent about this floor-not-ceiling model across both the homepage and pricing.md.
• ›The site publishes `/llms.txt` and refers to `/structured-data.json` and `/sitemap.xml`, signaling agent-awareness, but the agent did not fetch those secondary resources, so their utility remains untested.
• ›The agent correctly noted inconsistent routing (`/relevamiento/` pattern vs. `/analisis-funcional` for landing page scoping) and ambiguous wording in llms.txt about API availability, indicating the site's guidance itself had clarity gaps.