The agent successfully assembled an explanation of Alkali's core offering, target market, and positioning from their homepage, but identified a critical gap: pricing is completely absent from the site. The agent filled competitive context using external sources and search results, but the site itself surfaced no pricing information or competitive comparisons.

• ›Step [1] yielded complete product description, capabilities, and market position from the homepage alone; no deeper site navigation was needed or surfaced for core features.
• ›Pricing is genuinely absent from alkali.engineering — steps [2], [3], [4], [5] all searched the site via direct URL guesses and re-fetches of the homepage, finding no pricing page or cost disclosure, indicating the information is not published anywhere on the domain.
• ›The Y Combinator result (step [8]) created confusion because it refers to a different Alkali company in chemical engineering, not steel estimation — a misdirect that the agent correctly flagged but which showed that search results introduced false positives without site-level disambiguation.
• ›Competitive positioning was entirely absent from site content; the agent had to resort to external research (steps [7], [10]) to contextualize Alkali against Tekla PowerFab, StruMIS, and SDS2, proving the site makes no effort to position itself relative to alternatives.
• ›The site published all substantive claims about what Alkali does via its homepage in a single fetch; the agent's subsequent re-fetches of the same URL yielded identical content in different reframings, suggesting limited site depth or navigation options for the target task.