The agent worked around a 403 block on the target domain to assemble a functional explanation by mining search results and public API directories. The site does not publish its marketing messaging, pricing details, or feature comparisons in a directly fetchable form, forcing reliance on third-party indexing and search snippets.

• ›The domain actively blocks automated access (HTTP 403 on homepage and /api/ endpoint), preventing direct retrieval of authoritative marketing copy, pricing page, or documentation.
• ›All content-bearing steps were web search results [3, 5, 9] — no direct site fetches succeeded. The agent had to reconstruct positioning from snippets in public API directories and cached search results.
• ›The agent correctly identified what it could not find (company background, blog details, exact request limits, business model rationale) and labeled these gaps rather than hallucinating.
• ›Search results consistently surfaced the API endpoint and free/no-signup positioning, but lacked depth on use cases and customer targeting — agent inferred 'photographers and developers' from feature mentions (golden hour, azimuth) rather than from stated positioning.
• ›The site publishes no structured metadata (llms.txt, schema.org, API documentation snippets) in search engines, forcing the agent to rely on bare-bones directory listings and community documentation.