AI Integration Audit by Nathaniel SullivanAI Integration Audit by Nathaniel Sullivan
AI Integration AuditNathaniel Sullivan
Cover image for AI Integration Audit
A 5-day deep-dive review of your existing AI iOS or web product. I find cost optimizations, UX improvements, and conversion fixes that founders typically miss because they're too close to the build.
What you get:
Full architecture review covering AI integration patterns, model selection, latency, and inference cost
UX teardown focused on AI-specific friction points: first-token latency, error states, perceived intelligence, onboarding to "aha"
Conversion analysis covering paywall placement, AI feature surfacing, retention hooks tied to AI usage
Specific, prioritized recommendations with effort/impact scoring
90-minute Zoom walkthrough of the report
Why me: I built and run Castify, an AI podcast app with 70,000+ downloads, paying users in 50+ countries, and $80K+ in lifetime revenue — solo. I've also shipped a revenue-generating AI iOS product for a client (Padsnap). I know what works because I've shipped it; I know what fails because I've shipped that too.
Delivery: 5 business days from kickoff. Audit report delivered as a Notion page or PDF.
Price: $5,000 fixed. Often expands into a build engagement.
Starting at$5,000
Duration1 week
Tags
Swift
Xcode
AI Engineer
Consultant
iOS Developer
Mobile Engineer
Service provided by
Nathaniel Sullivan Boston, USA
AI Integration AuditNathaniel Sullivan
Starting at$5,000
Duration1 week
Tags
Swift
Xcode
AI Engineer
Consultant
iOS Developer
Mobile Engineer
Cover image for AI Integration Audit
A 5-day deep-dive review of your existing AI iOS or web product. I find cost optimizations, UX improvements, and conversion fixes that founders typically miss because they're too close to the build.
What you get:
Full architecture review covering AI integration patterns, model selection, latency, and inference cost
UX teardown focused on AI-specific friction points: first-token latency, error states, perceived intelligence, onboarding to "aha"
Conversion analysis covering paywall placement, AI feature surfacing, retention hooks tied to AI usage
Specific, prioritized recommendations with effort/impact scoring
90-minute Zoom walkthrough of the report
Why me: I built and run Castify, an AI podcast app with 70,000+ downloads, paying users in 50+ countries, and $80K+ in lifetime revenue — solo. I've also shipped a revenue-generating AI iOS product for a client (Padsnap). I know what works because I've shipped it; I know what fails because I've shipped that too.
Delivery: 5 business days from kickoff. Audit report delivered as a Notion page or PDF.
Price: $5,000 fixed. Often expands into a build engagement.
$5,000