Research for systems that need to work better, not simply look more digital.
Sitora studies the operating gaps between policy, technology and real-world delivery. We focus on healthcare systems, responsible AI, public policy and Saudi/Gulf innovation, separating established evidence from vendor claims and new hypotheses that still need field validation.
Current flagship research
JLR 3.0 TDV6/SDV6 Catastrophic Engine Failures
Stage 1 public-interest research examining manufacturer technical records, catastrophic crankshaft and main-bearing failures, international recall action, the UK regulatory record and the evidence required to establish the true UK scale. Version 1.0 is permanently published on Zenodo with DOI 10.5281/zenodo.21978373.
Saudi Dental Software Landscape 2026
A market and infrastructure study asking what Saudi dental systems already solve, where workflow still fragments, and whether the next opportunity is orchestration rather than another practice-management system.
Closing the Medication Loop
A shared, signed medication-change and waste-prevention model spanning general practice, pharmacy, hospital, mental health, homecare and social care.
Healthcare systems
Medication continuity, dental operations, interoperability and accountable workflow.
AI governance
Safety, evidence, audit, transparency and human accountability in high-trust systems.
Public policy
Practical reform proposals grounded in measurable standards and visible limitations.
Saudi & Gulf innovation
Saudi-first operating models for healthcare, infrastructure and high-scale public services.
Policy, governance and strategic concepts
AI as the NHS Front Door
Policy research on safety, accountability, public trust and human escalation when AI becomes part of the NHS patient-access pathway.
Beyond Compliance: School Health Reform 2026
An evidence-led proposal to strengthen school food, health education, physical activity, monitoring and continuous improvement without stigmatising children.
Passenger Assurance
A Saudi sovereign journey-intelligence concept for airports, airlines, Hajj and Umrah, designed to sit above existing identity and airline systems.
Evidence first. Hypotheses labelled. Limitations visible.
Published papers distinguish official evidence, vendor claims, modelling, strategic concepts and areas requiring field validation. Product concepts are presented as hypotheses to test rather than proof of effectiveness.
Read our methodology →