The agent assembled a workable explanation of Yose by combining fragments from the pricing page (/planes, step 7), API docs endpoint (step 14), OpenAPI spec (step 17), and a third-party Atelar landing page (steps 21, 30) that was more complete than yose.mx itself. The primary domain was poorly structured for discovery — no feature pages, no explicit pricing copy, no about/competitive positioning. The agent had to work around truncated HTML and missing marketing content, relying heavily on prior knowledge and a sister domain to fill gaps.

• ›Step 7 (/planes) returned the pricing page but was truncated in transit; step 21/30 (atelar.co/yose) provided the same visual content in a more complete form, suggesting yose.mx serves as a backend/app gateway rather than a marketing site.
• ›Step 14 (/docs) and step 17 (openapi.json) exposed technical API documentation that revealed feature names (reminders, briefings, content creation, meeting notes) and mentions of modules (Teams, Finance, Accountant), but these were not explained in marketing copy — the agent had to reverse-engineer feature value from schema descriptions.
• ›The homepage (steps 1, 3) appears to be a login/redirect router, not a landing page; most standard discovery routes (/about, /features, /pricing, /blog, /help) returned 404s, forcing the agent to guess (/planes) or search externally to find atelar.co/yose, which is positioned as the official product page but is on a different domain.
• ›Search results (steps 19, 23, 29, 32, 36, 38) returned no indexed content from yose.mx itself, only from atelar.co and competitor comparison sites, indicating weak SEO presence and that yose.mx is effectively invisible to discovery.
• ›The agent could not access the free tier details, complete pricing comparisons, module add-on costs, or onboarding flow — these are either gated behind login, not published, or only documented in the OpenAPI schema without user-facing explanation.