How clearly defined is your organization's AI strategy and prioritized use cases? No formal strategy yet Exploratory discussions; no documented plan Draft strategy with a few candidate use cases Approved strategy with prioritized roadmap and KPIs
How would you describe the state of your data infrastructure and quality? Fragmented sources, limited governance Some warehouses; ad-hoc quality controls Centralized platform; documented lineage Governed data products with SLAs and quality monitoring
03 Governance & Compliance
— How prepared are you for UAE AI Strategy 2031 and DIFC Regulation 10 obligations? Not yet reviewed Aware of obligations; no formal program Policies drafted; controls partially in place Audit-ready with model inventory and risk register
How rigorously are your AI systems tested for safety, security, and accuracy? No formal evals or red-teaming Manual spot-checks before release Eval suites and basic adversarial testing Continuous evals, red-team cadence, regression gates
05 Talent & Operating Model
— Do you have the in-house capability to design, build, and operate AI systems? Mostly reliant on external vendors Small team; gaps in MLE / platform Core team in place; some specialists missing Mature org with platform, MLOps, and governance roles
How many AI systems do you currently have running in production with monitoring? None — pilots only 1–2 systems, limited monitoring 3–5 systems with observability Portfolio of systems with SLOs and on-call
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