The agent could not fully understand Lens because the target domain itself is authentication-gated and publishes no public information. The agent worked around this by fetching the parent company's main website (i2ibycitipost.com and citipost.com) and inferring that Lens is an internal B2B parcel tracking tool for Specsavers store supply chains. The site is not agent-navigable; it offers no public marketing, pricing, documentation, or feature details—only a login wall.

• ›Steps [1], [3]–[6] all returned identical login page HTML from lens.i2ibycitipost.com, confirming the entire domain is behind authentication with no public surface. The agent correctly identified this as a barrier.
• ›Steps [23] and [25] (fetching i2ibycitipost.com homepage and /about) provided the only substantive information: that i2i is a UK-based supplier to high street retailers offering print, sourcing, and delivery services. This was enough to infer Lens's context but not its actual features.
• ›The agent attempted 8 web searches (steps [8], [9], [12], [14], [15], [18], [20], [21], [28], [29]) looking for public documentation, pricing, or use cases. All searches returned either generic Specsavers retail pages, unrelated Lens products (Upstream Tech's geospatial tool, lenshq.io's AI governance platform), or the same Specsavers/i2i portal pages. No search result contained information about the lens.i2ibycitipost.com tool itself.
• ›The agent's final answer is honest about what it could not find—pricing, feature lists, differentiators, and public documentation. This accurately reflects the site's lack of public-facing materials rather than a failure of the agent's discovery process.