Offer 2 · Core Delivery

One prioritized use case. Governed production. 90 days.

Investment

From AED 250,000

Duration

90 days, value-based

Best for

Ideal for organizations that have completed the Readiness Assessment and are prepared to move to production.

Who this is for

For organizations ready to move one AI use case into governed production.

The 90-Day AI-to-Production Sprint is designed for leadership teams that have moved beyond AI exploration and need one prioritized use case delivered with senior accountability, clear governance, and measurable business value.

This engagement is right for you if:

  • You have completed an AI readiness assessment, internal strategy, or use-case prioritization exercise.
  • Your leadership team has selected, or is close to selecting, one high-value AI use case.
  • You have a clear business owner who is accountable for the outcome.
  • Your data, technology, compliance, and business teams are available to work through delivery decisions.
  • You require a functional software solution, not an additional strategy document.
  • Your board or executive committee expects visible progress within the next quarter.

This engagement is not intended for organizations still evaluating AI's relevance, pursuing multiple use cases simultaneously, or seeking a vendor to deliver solutions without internal ownership.

What we deliver

A governed AI use case your business can operate effectively.

Limitls AI advances one prioritized use case through scoping, governance, delivery, adoption, and transfer. The objective is not to produce a demo, but to deliver a production-ready AI capability with a sustainable operating model.

The sprint delivers:

  • A locked use-case scope with business outcome, success metrics, risks, and constraints.
  • A delivery plan with weekly milestones, decision points, owners, and dependencies.
  • Data readiness review, data preparation plan, and required access paths.
  • AI solution architecture, including model, workflow, integration, human review, and control design.
  • Governance and compliance controls aligned with your internal requirements.
  • Weekly working demos for business, technology, and leadership stakeholders.
  • Business validation with target users and operational teams.
  • Adoption plan covering users, process changes, training, and rollout.
  • Value-tracking framework with measurable indicators and a reporting cadence.
  • Handover pack covering documentation, ownership, operating rhythm, and next-stage recommendations.

By the end of the sprint, your organization will have more than an AI product. You will have the decision discipline, governance, and operational structure necessary to operate it successfully.

The 30, 60, 90-day plan

Day 30

Scope locked. Governance defined. Delivery ready.

During the first 30 days, we transform the selected use case into a structured delivery plan. This includes confirming the business problem, target users, value proposition, data requirements, compliance constraints, and operating assumptions.

  • Final use-case scope and success metrics.
  • Confirmed business owner and stakeholder map.
  • Data, system, and integration requirements.
  • Risk, compliance, and governance review.
  • Delivery backlog and milestone plan.
  • Clear go, no-go, or adjust decision for build execution.

Day 60

Working solution. Business validation. Controls in place.

The second phase centers on building and validating the AI capability with end users. This stage clarifies assumptions, mitigates risks, and provides leadership with tangible progress rather than status updates.

  • Working AI solution or controlled prototype in the target workflow.
  • Weekly demos with business and technology stakeholders.
  • User feedback incorporated into the delivery backlog.
  • Compliance, security, and governance controls refined.
  • Adoption requirements identified.
  • Production path confirmed or adjusted.

Day 90

Production, controlled release, or production-ready handover.

The final phase prepares the use case for controlled production, internal release, or production-ready handover. The focus is on operational readiness, adoption, value tracking, and ownership transfer.

  • Production deployment, controlled release, or production-ready solution.
  • Defined operating model and ownership structure.
  • Adoption and rollout plan.
  • Value tracking dashboard or reporting framework.
  • Governance and control documentation.
  • Executive readout for leadership or board reporting.
  • Handover pack for your internal team.

What your team must provide

Internal ownership is essential. We do not deliver AI solutions in isolation.

  • Executive sponsor with authority to unblock decisions.
  • Business owner accountable for the use-case outcome.
  • Access to relevant data, systems, process owners, and subject-matter experts.
  • Technology, data, security, and compliance stakeholders for weekly decisions.
  • Target users for validation, feedback, and adoption planning.
  • Clear internal approval path for deployment, controlled release, or production readiness.
  • Timely decisions on scope, risk, access, and prioritization.

This is an active, collaborative engagement that requires shared commitment and clear accountability.

What Limitls AI provides

Senior delivery leadership, AI product discipline, and an execution-focused team.

  • One accountable senior partner leading the engagement from start to finish.
  • AI product leadership across scope, prioritization, user value, and adoption.
  • Delivery governance with weekly rhythm, decisions, risks, and executive visibility.
  • AI solution design across model selection, workflow, controls, and human-in-the-loop review.
  • Coordination across business, technology, data, compliance, and vendor teams.
  • Specialist delivery resources from the Limitls AI partner network, matched to the scope.
  • Weekly demonstrations and progress reports based on tangible outputs rather than activity updates.
  • Handover documentation and operating model transfer.
  • Board-ready readout at the end of the sprint.

You benefit from a single senior accountable partner, a consistent delivery rhythm, and a focused team dedicated to your use case.

What success looks like

One AI use case moved from intention to operational reality.

Success is not defined by a slide deck, lab demo, or isolated proof of concept. Success is a governed AI capability your organization can operate, measure, and enhance.

  • One prioritized AI use case has moved into production, controlled release, or production-ready state.
  • The business problem, users, value case, and success metrics are clearly defined.
  • Governance, compliance, and risk controls are documented and understood.
  • Your internal team knows how the solution works and who owns it.
  • Users have validated that the workflow and adoption requirements are clear.
  • Leadership has a clear view of what was delivered, what value is expected, and what happens next.
  • Your organization has a repeatable delivery pattern for future AI use cases.

The outcome is not only a delivered use case, but also a practical model for advancing future AI initiatives from roadmap to production with greater certainty and control.

Ready to move one AI use case into production?

If your organization has a clear AI mandate, a prioritized use case, and committed leadership, the 90-Day AI-to-Production Sprint provides the senior accountability and delivery framework needed to move from roadmap to real adoption.

Book a discovery call →Start with the Readiness Assessment

Not sure if your use case is ready? Schedule a 15-minute call, and we will advise whether the sprint is the appropriate next step or if your team should complete the assessment first.