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THE INTERNAL LAB

We build what we deliver.

Most consultancies stop at the deck. We ship the system.

THE PREMISE

The lab is not a portfolio page. It is the engineering half of FRST, running in parallel with the consulting practice. Usman runs it. Every system here is live, tested, and either deployed in a client context or running inside our own operations.

When a client commissions AI Solutions from FRST, they are not getting a prototype. They are getting a version of something we have already operated. That is the point.

AGENT SYSTEMS

SARAH

Strategic AI Research & Advisory Hub

RUNNING

SARAH is our internal intelligence layer. She monitors sector developments, synthesises research into client-ready briefings, and flags strategic signals before they become common knowledge. Every client engagement starts with a SARAH brief.

JANE

Junior AI Navigator for Education

PILOTING

JANE is a learning-companion agent built for the university context. Piloted inside Riphah International University with 7 campuses in scope. She answers student queries, guides resource discovery, and surfaces learning gaps to faculty in real time.

ZOYA

AI Facilitation Guide

RUNNING

ZOYA runs before, during, and after our training days. Pre-session: participant diagnostics and agenda calibration. Live: real-time prompt support and example generation. Post-session: follow-up nudges and adoption tracking.

THE STACK

Internal Toolchain

LIVE

The Stack is the infrastructure underneath SARAH, JANE, and ZOYA: prompt libraries, evaluation frameworks, deployment templates, and the integration layer that connects them to client systems. Open to clients as part of AI Solutions engagements.

HOW WE BUILD

Three principles.

01

We use it ourselves first.

Nothing goes to a client that has not run inside our own practice. SARAH has been briefing our team for months. ZOYA ran our last 12 facilitation days before we offered her to anyone else.

02

We build for the human, not the demo.

Most AI demos are optimised for the pitch room. Our systems are optimised for the person sitting in the workshop, the student at 11pm, the manager trying to close a brief on Friday afternoon.

03

We hand over and stay.

Every system we build includes full documentation, a training session for internal owners, and a 90-day support window. We are done when the client is running it without us.

THE ENGINEER

UZ

Usman Zahid

COO · AI LAB & ENGINEERING

Usman runs the lab. He builds what FRST delivers. SARAH, JANE, and ZOYA are not concept slides -- they are systems in production, running on real client data, already tested on real facilitation days. 19 years of certified behavioural design practice across IOM, FAO, UNFPA, and World Bank, now applied to how AI agents should actually behave inside institutions.

We do not show slides about agents. We show the agents.

Want the system, not just the strategy?

AI Solutions engagements include strategy, build, and 90-day embedded support. We take on a small number each quarter.

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