mmkstudio.com
success
Claude Code
intent
What does mmkstudio.com do and who is it for? Explain it back to me.
23steps
118.1sduration
$1.0845cost
413,072tokens
27 steps4 reasoning steps7 searches
home
docs
docs
/wp-json/wp/v2/pages/10
/wp-json/wp/v2/projects
search
search
/services
docs
search
/contact
search
search
/project/design-system…
/project/website-redes…
/wp-json/wp/v2/pages
/wp-json/wp/v2/pages
/wp-json/wp/v2/pages
/wp-json/wp/v2/posts
search
search
/wp-json/wp/v2/pages/6
/work
94%
on-site discovery
81%
reliability
81%
link following
path origin
- previous resource81%
- web search6%
- prior knowledge13%
insight
The agent successfully gathered core information about MMK Studio (Melissa Kallas's product design and strategy services) and clearly identified critical gaps—most notably the complete absence of pricing information and a non-functional contact page. The site is moderately navigable for discovery but poorly optimized for commercial inquiry: key pages exist and render, but pricing and engagement model are entirely absent, forcing the agent to infer a custom-quote business model and note that the contact layer is broken.
- ›The agent extracted service offerings, target clients, and background from rendered HTML pages (/about, /work, /project/* pages) and WordPress JSON API endpoints (/wp-json/wp/v2/pages), all of which returned 200 and contained narrative content about Melissa's experience and past work (Help Scout, Appcues, American Family Insurance).
- ›Pricing information was completely inaccessible: both /pricing and /services returned 404s, no pricing data appeared in any page content, and web search for 'mmkstudio pricing rates' returned unrelated management consulting results. The agent correctly inferred this means custom-per-project pricing requiring direct contact.
- ›The contact layer is broken (/contact returns 404) and the Career page exists but is empty—suggesting incomplete site maintenance. The agent had to rely on LinkedIn discovery (step 19 search result) to find a contact path, indicating the site does not self-serve inquiry routing.
- ›The site's WordPress JSON API (steps 15–17, 20–23) published structured data (pages, projects), but the agent mainly used rendered HTML pages, suggesting the visual pages were more readable than the API feed.
- ›The 'MMK Studio' branding appears to position this as a team/agency, but the agent correctly identified it as a solo practitioner—this required reading page content carefully; the site does not clearly disambiguate through metadata or tagline.
- ›The agent leaned heavily on prior knowledge and a LinkedIn search to triangulate her current full-time role at Help Scout while also offering services, since the site does not explicitly state an engagement model or availability status.
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