Each case study follows the same line of thinking: understand the friction, design the right system, build it carefully, and connect the work to a useful outcome.
WhatsApp · Conversational AI · Automation
Automated front-desk experience on WhatsApp
WhatsApp enquiries can arrive while a team is busy, offline, or handling other customers. The challenge is responding quickly without making the experience feel like a rigid, impersonal menu.
Interested leads were being lost because first replies were delayed, follow-ups were forgotten, and outreach often stopped after one attempt.
A high-performing Instagram post generated hundreds of comments, making it impossible to answer genuine questions quickly without hours of repetitive work.
A small HR team spent three full working days manually reviewing more than 200 resumes for a single mid-level role.
Airtable · Operations · Internal systems
Multi-project operations and reporting
Project information becomes difficult to trust when tasks, timelines, workloads, updates, and reporting live in separate tools and documents.