AI TRANSFORMATION & PRODUCT DELIVERY
AI strategy is everywhere.
Production is rare.
Limitls AI translates board-level AI mandates into governed, adopted, and measurable production systems within enterprise organizations. We combine senior advisory expertise with hands-on delivery.
We stay until it ships.
Our services are designed for enterprises and government-linked organizations with an approved AI mandate and a board expecting results within the current fiscal year.
18 YEARS OF DELIVERY EXPERIENCE WITH GLOBAL AND GCC ORGANIZATIONS:
Sound familiar?
The gap between AI ambition and AI production
Most AI programs do not fail due to weak models, but rather because issues with ownership, data readiness, compliance, adoption, and delivery governance remain unresolved.
Your AI pilots demonstrate "promising results" and never reach production.
The board approved an AI mandate, yet two quarters later, there is nothing to report.
Consultants delivered a strategy deck but did not support implementation.
Legal and compliance teams block deployments due to insufficient governance planning.
You do not need another strategy. You need an experienced partner with a proven track record of delivering these solutions.
Three ways to engage
Three targeted engagements to help transition AI initiatives from mandate, pilot, or roadmap stages into governed execution.
All engagements are designed to deliver board-level results within a fiscal quarter. Start this month to present outcomes to your board within the same quarter.
O1 · THE DIAGNOSTIC
AI Execution Readiness Assessment
From AED 45,000
2–3 weeks, fixed fee
We audit stalled pilots, identify governance gaps, and deliver a 90-day roadmap with assigned owners and milestones to your board within three weeks. Exit gates at day 5 and day 10 allow you to discontinue the engagement at any time without further payment.
Best for: Best suited for organizations with stalled pilots or a new AI mandate requiring board-level results.
See what's inside →O2 · THE DELIVERY
90-Day AI-to-Production Sprint
From AED 250,000
90 days, value-based
We take one prioritized use case to governed production, delivering a working system owned by your business, along with an operating model and adoption plan for independent operation. Day 30 is scoped, day 60 validated, and day 90 live.
Best for: Best suited for organizations with a prioritized use case and an executable roadmap.
See the 90-day plan →O3 · THE EXECUTIVE
Fractional Chief AI & Product Officer
From AED 55,000/month
2–3 days/week · 6-month engagement, day-60 exit gate
We provide senior AI and product leadership within your organization in two weeks, supporting you during your executive search. Services include portfolio governance, delivery oversight, vendor management, and board reporting from the first month.
Best for: Best suited for organizations between AI executive hires that require immediate senior leadership.
See the engagement →Signing an assessment this month provides a board-ready roadmap in three weeks and a production system live within this fiscal year.
Book a call →18 YEARS OF DELIVERY EXPERIENCE WITH GLOBAL AND GCC ORGANIZATIONS:
$100M+
revenue impact
#1
App Store
44M+
monthly active users
2
GCC super apps
15+
eCommerce brands
10+
trading platforms
18
years in production
THE APPROACH
Four phases. Five gates. One rhythm.
The Limitls AI Production System transforms a board mandate into a governed production system, providing exit points at each stage.
01
Diagnose
We identify the gap between your AI ambition and delivery reality through stakeholder interviews, data estate audits, pilot inventories, and governance reviews. In most organizations, this gap is related to ownership and governance. We define your specific challenges in the first week.
02
Plan
We provide a 90-day roadmap with assigned owners, success metrics, and scheduled milestones. This document enables leadership to govern effectively and eliminates weak use cases early, minimizing costs.
03
Ship
We embed a delivery team within your organization, including a Limitls AI senior lead and partner engineers as needed. Work is conducted in your environment, using your data, and on-site when required. Weekly demonstrations of working software begin in the first week.
04
Transfer
We ensure your team can operate independently by providing documentation, training, change management and adoption guidance, and a complete handover of the operating model. When our engagement ends, your organization retains the capability, and the system continues to deliver value.
The person behind the firm
Mehdi Nadifi
Limitls AI is led by Mehdi Nadifi, an AI Transformation and Product Delivery executive with 18 years across JPMorgan Chase (AI personalization for 44M+ monthly active users), Majid Al Futtaim (the IAMAI voice super app, a joint venture with will.i.am), Chalhoub Group (product roadmaps for 7 luxury brands), and Emarat (the #1 lifestyle app on the App Store).
He also builds and operates Vigil Intel, a live AI risk-intelligence platform used by institutional investors across the region. Your advisor remains actively engaged in product delivery. Quadrilingual: Arabic, English, French, Spanish.
Our firm is intentionally small and senior-led, designed for organizations seeking accountable execution rather than additional advisory presentations.
The delivery system
One senior partner. A delivery network behind him.
Limitls AI leads every engagement, providing strategy, architecture, and delivery governance, with one accountable senior partner at each stage. A curated network of specialist partner firms across the US, Europe, and MENA is engaged only when required by the project scope.
Enterprise engineering: product, data & BI, cloud, and staff augmentation at scale.
AI build: agents, automation, internal tools. Europe, MENA, USA.
Sovereign AI, IoT, and edge computing for critical and regulated systems.
Nearshore engineering and cybersecurity, delivering in Arabic, French, Spanish, Russian, and English. North Africa.
AI-driven content and creative production.
Partner firms are named in every proposal, contracted through Limitls AI as your single contracting party, and operate under Limitls AI governance, your NDA, and full IP assignment to you. One contract. One accountable name.
Each engagement includes documented exit gates: day 5 and day 10 for assessments, and days 30, 60, and 90 for sprints. If you are not satisfied at any gate, you may stop, and the unbilled balance will not be invoiced.
We offer these terms based on 18 years of experience and a clear understanding of best practices.
Talk to us
Schedule a 15-minute call for straightforward, unbiased advice on your most significant AI challenge. No sales pitch.
We will provide direct feedback on whether we can deliver measurable results. If not, we will refer you to a suitable alternative.
An assessment signed this month provides a board-ready roadmap in three weeks, and a production system live within this fiscal year.
We reply within one business day.