AI SYSTEMS · MUNIR LABS · 2023 TO PRESENT
AI Support Systems
The situation
The client businesses I work with were drowning in the same customer questions every day: order status, service details, routine troubleshooting. Hiring more people to answer repeating questions is the expensive answer. Most "AI chatbot" products fail here because they're generic: they don't know the business, so customers learn to distrust them.
What I did
I design and build AI support systems trained on each client's own material: their catalogue, their policies, their tone. The build is only half the work. The other half is integration into how the team already operates, with clear escalation paths for the inquiries that genuinely need a human, so staff trust the system instead of working around it. For regulated clients, including Islamic finance and e-commerce, I built the compliance frameworks that constrain what the system is allowed to say.
How it went
Routine inquiries stopped consuming human hours.
80%
of routine inquiries automated
What it proves
I build AI systems that survive contact with real customers and real staff, which is the part demos never show.