AI team setup and delivery

We help companies build their AI team and ship AI to production.

Most AI work gets stuck between a good demo and a real product. We fix both sides: how the team works, and the tech it runs on.

People lane
Team structureRoadmapProduct ownerSprints
Tech lane
InfrastructureMLOpsCloud costMonitoring
Both lanes meet here: AI features live in production, used by real customers.
What we see in most companies

AI budgets went up. Results did not.

Pilots that never ship

The demo works, but there is no plan, no owner and no infrastructure to take it live.

No one owns the AI product

Data scientists and engineers are hired, but nobody writes clear requirements or sets priorities.

AI squads block each other

Several squads share the same data and models. Without someone managing dependencies, work waits.

Infrastructure is an afterthought

Models run on a laptop or a test server. Costs grow and nobody knows if the model still works well.

Services

Three ways we can help

Starting out

AI Team Setup

  • Team structure and clear roles
  • AI roadmap linked to business goals
  • Ways of working: sprints, reviews, planning
  • Infrastructure plan for your first models

For companies opening their AI team for the first time.

Stuck

AI Delivery Rescue

  • 2-week review of your AI work and setup
  • Clear list of what blocks delivery
  • Unblock one pilot and take it to production
  • Set up monitoring and cost tracking

For teams with pilots that never go live.

Ongoing

Part-time AI Delivery Lead

  • We act as your AI product owner and delivery lead
  • Run sprints and manage squad dependencies
  • Monthly report to leadership
  • Coach your people to take over

For companies that need the role before they hire it.

How we work

From first call to AI in production

  1. Week 1–2

    Assess

    We meet your team, look at your backlog, data and infrastructure, and list what blocks you.

  2. Week 3–4

    Plan

    Team structure, roadmap and tech plan, agreed with your leadership.

  3. Week 5–12

    Deliver

    We work inside your team, sprint by sprint, until the first AI feature is live.

  4. After

    Hand over

    We coach your people so the team keeps working well without us.

Who we are

Two founders, one for each lane

Sarah Abou Hassan

Co-founder · People and delivery

Agile coach and scrum master. Today she runs delivery for five AI squads at a large e-commerce platform, owns the AI roadmap, and acts as product owner: writing requirements and managing dependencies between squads.

Founder of Digital Leaps, where she teaches testing, coding, UX/UI and product management.

LinkedIn profile

Firas Bou Karroum

Co-founder · Engineering and infrastructure

Engineering manager with deep experience in infrastructure. He builds the platform AI runs on: cloud setup, deployment pipelines, monitoring and cost control.

Software Engineering Manager with 15+ years of experience bridging hands-on software engineering, technical leadership, and business strategy. Specialied in transforming engineering teams, accelerating delivery, and driving AI adoption to build smarter, scalable solutions while empowering people to grow and innovate.

LinkedIn profile
Contact

Tell us where your AI work is stuck

Book a free 30-minute call. We will tell you honestly what we see and if we can help. We work in English and Arabic, with clients in Europe and the Gulf.

Email: info@twolanesai.com