The agent successfully gathered comprehensive information about Kilo's core offering, pricing, target market, and positioning by fetching the homepage and pricing page. The site made this information directly and clearly accessible; the agent had to type URLs from memory rather than discover them via on-page navigation, but all requested elements were present and machine-readable.

• ›The agent discovered all primary content (steps 1–2) by typing URLs from memory rather than following site navigation, suggesting Kilo's information architecture may not expose pricing and core details through discoverable links from the homepage.
• ›Steps 3–4 were repetitions of the homepage fetch (both typed from memory), indicating the agent may have been verifying information or searching for additional details that weren't explicitly linked; the agent's final answer did not rely on these repeat fetches as new sources.
• ›All substantive claims in the final response—what Kilo does, pricing, target gyms, key metrics (15+ hours saved, 61% lead increase, 5-star rating), and differentiation strategy—were directly present in step 1 and 2 responses; no gaps were filled by model memory.
• ›The agent correctly identified a notable absence: Kilo publishes no direct competitor comparisons on their site, relying instead on third-party review scores. This was stated as a site observation, not inferred from missing content.
• ›Pricing details including fees (2.9% + $0.30 per transaction), geographic availability limits, and setup times were all explicitly stated in the pricing page, making the commercial model transparent and agent-ready.