THE DECISION PATH
Stop holding AI launches while teams debate what applies.
Limitls turns governance principles into a practical process from AI intake to an accountable, evidence-based decision. Begin with a 2–3 week control sprint and proceed to implementation only when justified.
Readiness assessment from $17,500 · 2–3 weeks · Fixed Scope
Starting fees are in USD and apply to the agreed assessment scope. Final scope and fees are confirmed before kickoff. Additional business units, systems, jurisdictions, and implementation work are scoped separately. Fees exclude applicable taxes.
First-week review: We review initial findings, identify blockers, and determine next steps to complete your assessment.
You do not have a policy problem. You have a decision-path problem.
The policy exists, but teams still cannot answer the operational questions:
Is this actually an AI system in scope?
UnlocksScope and classify
Are we a provider, deployer, importer, distributor, product manufacturer, or more than one? And what separate contractual role do we hold?
UnlocksDetermine role and applicability
Which jurisdiction, sector rule, contract, or internal standard matters?
UnlocksDetermine role and applicability
Who can accept the risk and approve the launch?
UnlocksAssign owner and controls
What evidence is enough now, and what must be monitored later?
UnlocksApprove, except, or escalate, then monitor
Another assessment may document disagreements, but the valuable outcome is a clear path to resolution.
Give every priority AI system a route to a decision.
The sprint establishes the minimum operating path, assigns ownership, and validates the process on a real system. You will know what can proceed, what requires change, who is responsible for next steps, and whether further implementation is justified.
- BeforeScattered spreadsheets.
- AfterA consolidated, scoped inventory with assigned owners and lifecycle status.
- BeforeOngoing framework debates.
- AfterA dated Applicability, Guidance & Control Assumptions Map that distinguishes law, regulation, supervisory guidance, voluntary frameworks, contracts, and internal policy, and directs legal questions to counsel.
- BeforePolicy summarized on a single page.
- AfterDefined intake, classification, approval, exception, and monitoring steps that teams can execute.
- BeforeA gap report.
- AfterAn organized implementation backlog and a tested process applied to a live case.
What you receive
- Scoped inventory and classification record;
- Applicability, Guidance & Control Assumptions Map;
- Ownership and decision-rights map;
- Prioritized control backlog;
- Tested governance workflow for one live case;
- 30/60/90-day plan;
- Executive decision memo and readout.
How the first sprint works
Days 1–5: Establish what is real.
Confirm the boundary, inventory, roles, evidence, and decisions that matter.
Week 2: Design the path.
Map decision rights, minimum controls, evidence, and escalation.
Week 3: Prove it.
Put one real system through the path, correct the workflow, and present the next decision.
Regional and regulatory scope
The engagement starts with the client’s actual systems, markets and role. Depending on scope, the mapping may use the EU AI Act, NIST AI RMF, ISO/IEC 42001, UAE data-protection and sector guidance, DIFC requirements, Saudi or Qatar policy, contractual obligations and internal standards. Framework names do not predetermine applicability. Current laws and legal interpretations are confirmed with the client’s qualified counsel.
Delivery gates
Four decision points keep the engagement controlled from kickoff through handover. The Day 5 review is the second gate. Later approvals occur when their required evidence is ready, not on a universal calendar date. Completion and commercial terms are defined in the proposal.
- Before counted delivery begins
Access-ready kickoff
Confirm the sponsor, decision owner, scope, agreed inputs, legal and access authorization, stakeholder availability, and acceptance criteria. Record any missing prerequisites before counted delivery begins.
- Fifth project business day after the agreed kickoff
Scope and feasibility gate
Confirm or adjust the boundary, accessible evidence, main constraint, feasible outcome, and remaining risks. Record the decision to proceed, rescope, pause, or stop.
- During delivery, when the required evidence is ready
Service-specific approval gates
Apply any technical, security, regulatory, business acceptance, or release approvals required by the agreed scope. Each approval occurs when its required evidence is ready, not on a universal date.
- At the end of the scoped engagement
Completion and continuation gate
Accept the contracted outcome, record remaining decisions and risks, and decide whether to close, operate, extend, remediate, launch, or scale through a separately agreed next scope.
Fit
Best fit
Mid-market and enterprise organizations, regulated businesses, government-linked entities and product teams that have active AI use or a planned launch but fragmented approval, policy or evidence practices.
Not a fit
Buyers seeking a legal opinion, certification, generic policy template, enterprise-wide inventory at the entry price, or a promise that all AI is compliant.
FAQ
Put one real AI decision through the path.
Bring the system, the blocked launch, and the disagreement. We will tell you whether the control sprint is the right first move.