AI Transformation Lead · Cairo

AI transformation, built from within.

Ten years leading engineering teams, now hands-on with AI. I work inside your company, find where time and effort are being lost, and build the solutions that fix it.

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01 · About

From leading teams to building.

I've spent about 13 years in engineering across fintech, marketplace and platform companies, and about 10 of them leading engineering teams as an Engineering Manager.

I'm now making a deliberate move into hands-on AI work. As an AI Transformation Lead, I stay close to the work: I assess, design and build the solutions, not just oversee them.

02 · How I work

Three steps.

  1. 01

    Assess

    I sit with your teams, from support and sales to finance, data and engineering, and map where time and effort are lost.

  2. 02

    Propose

    I show where AI should come in, and where it shouldn't, so you can decide with a clear picture.

  3. 03

    Build

    I implement it myself and stay with it until it works in daily use.

03 · Where AI can help

Nine places work gets stuck.

Dept. 01

Customer support

  1. Ticket
  2. Triage
  3. Agent

Bottleneck

A high volume of repeat questions, manual routing, and agents rebuilding context.

AI can

Triage and route tickets, draft replies for the agent, summarise long threads, and answer common questions.

Benefit

Faster first response and resolution. Agents spend their time on the hard cases.

Dept. 02

Sales and CRM

  1. Call
  2. Notes
  3. CRM

Bottleneck

Manual data entry, follow-ups, and call notes.

AI can

Update the CRM from calls and emails, rank leads by priority, and draft follow-ups.

Benefit

More time selling and fewer leads going cold.

Dept. 03

Product and roadmap

  1. Feedback
  2. Themes
  3. Roadmap

Bottleneck

Scattered feedback, requirement writing, and prioritising by gut feel.

AI can

Cluster customer feedback into themes, draft requirement documents, and link requests to data.

Benefit

A roadmap that rests on evidence.

Dept. 04

Operations

  1. Invoice
  2. Extract
  3. Report

Bottleneck

Moving data between systems, spreadsheets, email approvals, and weekly reports written by hand.

AI can

Automate workflows, extract data from invoices and documents, and generate reports on a schedule.

Benefit

Fewer hours on copy-paste work and reports that arrive on time.

Dept. 05

Marketing

  1. Brief
  2. Variants
  3. Insight

Bottleneck

High-volume content production, campaign reporting, and audience segmentation.

AI can

Draft content and ad variants, summarise campaign performance, and show which audiences respond.

Benefit

More output from the same team and a clearer view of what works.

Dept. 06

Engineering

  1. PR
  2. Review
  3. Merge

Bottleneck

Slow code reviews, missing documentation, and repetitive boilerplate work.

AI can

Help with code review, write and update docs, generate tests, and speed up onboarding to the codebase.

Benefit

More time on product work and faster reviews.

Dept. 07

DevOps

  1. Alert
  2. Triage
  3. Fix

Bottleneck

Alert noise, slow incident response, and runbooks that are out of date.

AI can

Group and triage alerts, summarise incidents as they happen, suggest likely causes from logs, and keep runbooks current.

Benefit

Quieter on-call and faster recovery.

Dept. 08

Data

  1. Question
  2. Query
  3. Answer

Bottleneck

The same data questions every week, slow ad-hoc queries, and dashboards people don’t trust.

AI can

Answer common questions in plain language, draft SQL for analysts, document tables, and catch data quality issues early.

Benefit

Analysts spend their time on real analysis, not repeat requests.

Dept. 09

Finance

  1. Receipt
  2. Match
  3. Close

Bottleneck

Manual reconciliation, expense checks, and a month-end close spread across spreadsheets.

AI can

Match transactions to invoices, flag unusual spend, draft variance commentary, and prepare the close checklist.

Benefit

A faster close and fewer errors slipping through.

04 · Contact

Let's find where your time goes.

A 45-minute call. I'm in Cairo, and the booking page shows times in your own time zone.

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