“Our AI pilots never make it to production.”
95% of GenAI pilots stall, delivering little to no measurable impact on the bottom line.
MIT NANDA, State of AI in Business 2025Independent Data & AI Consultant · GCC & Remote
I help banks, government, and enterprise teams across the GCC turn fragmented data and stalled AI pilots into trusted platforms and production-grade AI — without a seven-figure consultancy or a full-time hire.
The problem
Most organisations don't have a data problem — they have a stuck problem. You've invested, but the value isn't showing up.
“Our AI pilots never make it to production.”
95% of GenAI pilots stall, delivering little to no measurable impact on the bottom line.
MIT NANDA, State of AI in Business 2025“We can't trust our own data.”
Poor data quality costs organisations an average of $12.9M a year — and quietly undermines every report and model built on it.
Gartner, data quality research“Our data team and the business aren't aligned.”
Fewer than 44% of data & analytics teams are seen as effectively delivering value to their organisation.
Gartner survey, 2023“We spend on data but don't make money from it.”
GCC AI adoption has reached 84%, yet only 11% of organisations can attribute real earnings to it.
McKinsey, State of AI in GCC, 2025How I help
Each engagement starts with your problem — not my toolkit.
Want AI that does the work — not just answers questions?
I design and build AI agents — and the orchestration layer that coordinates them — to own a specific role end to end: a voice-of-customer agent that turns feedback into action, a data-governance & metadata steward, or a regulatory-reporting (FATCA/CRS) analyst. Wired into your systems, with guardrails, monitoring, and human-in-the-loop. Built on production agent frameworks (OpenClaw, Hermes) and custom orchestration.
→ A working agent that owns a real role — not another chatbot demo.
Stuck in pilot hell?
I assess your data readiness, pick one high-value GenAI use case, and help you ship it to production — fast.
→ A working AI product in users' hands, not another demo.
Data you can't trust?
I build or modernise your data platform and warehouse from the ground up — metadata, catalog, governance, lineage, and quality — architected for AI from day one.
→ A single source of truth your teams actually use.
Teams pulling in different directions?
The strategic guidance of a chief data officer — clear priorities, the right direction, and your data, development, and business teams aligned around shared goals.
→ Senior leadership on your data & AI — without the full-time cost.
Sitting on valuable data?
I find commercial value hidden in your existing data assets — regulatory, transactional, or customer — and build a plan to unlock it.
→ At a GCC bank, this surfaced $580K+ in new annual revenue.
How it works
A clear, repeatable path. It starts with understanding — I won't promise a fix before I know what's actually getting in the way.
We start with an honest look at where you are today — your data, your goals, and what's actually stuck. No pitch, no assumptions. Just a clear picture of the ground we're standing on.
I dig into your data, systems, and teams to find the real bottleneck — not the surface symptom. Most “data problems” turn out to be something else underneath, and naming it correctly is half the battle.
Together we define what “AI confidence” actually means for you — the destination, in plain terms — so everything that follows solves the right problem, not just a busy one.
A clear, honest roadmap, then hands-on work alongside your team — turning the plan into data and AI that run in production and earn trust, not another slide deck.
Proof
A track record across banking, government, telecom, and smart city.
Led the enterprise-wide metadata and data-governance program across a $500B smart city — cataloging, stewardship, and lineage across 10+ domains — lifting metadata discoverability by 30% and strengthening AI readiness.
Unlocked $580K+ in annual revenue hidden in regulatory transaction data — turning a compliance cost into a profit centre, with CEO-level visibility.
Built a customer-sentiment capability — tools that mined social and public feedback and delivered decision-ready insight to stakeholders on a daily, weekly, and monthly cadence.
Led the FATCA/CRS regulatory-reporting transformation — vendor evaluation and solution redesign that cut $79K/year in cost with zero regulatory penalties.
About
For 25+ years I've helped enterprises across banking, government, telecom, and smart city move from fragmented, reactive data to trusted, decision-ready platforms — and from AI hype to AI that ships.
I work hands-on. I sit with your business and technical teams, find the problem that actually matters, and deliver something that runs — whether that's a data platform, a production GenAI use case, or the strategy and governance to hold it together.
Let's talkGet started
Tell me what's stuck. If I can help, I'll show you how. If I can't, I'll point you to someone who can.
Prefer email? ammarcs@yahoo.com · +973 39744655 · LinkedIn