The pattern
The model contract and user flow are designed together.
Each product has a narrow promise, structured model output, and screens that help users act on the result. That is the difference between a useful AI app and a generic chatbot wrapper.
Current web products
What we have shipped and inspected
Interview Coach
Career readiness that connects resumes to real practice.
ATS resume scanning, cover-letter generation, and technical or behavioral interview practice in one authenticated workspace.
TalkWise
A focused AI coach for difficult parent-teen conversations.
TalkWise helps parents and teenagers find calmer words for high-stakes conversations and practice more constructive communication.
PlantCare
A privacy-first plant companion with AI identification and scientific watering.
PlantCare combines plant identification, plant collection tracking, weather-aware watering schedules, and an Elite AI care chatbot.
Tech pattern
What matters in production AI web apps
Model Contract
Clear prompt boundaries, structured output, and fallbacks users can understand.
User Workflow
Uploads, saved history, edits, payments, and next actions built into the product.
Trust Surface
Confidence, caveats, and review points shown where the user makes decisions.
SEO Surface
Specific pages and metadata for the product value, not generic AI claims.