AI is not a technology issue — it is a board-level risk and accountability problem.
AI is not a technology issue — it is a board-level risk and accountability problem.
Independent Decision Assurance for Material AI Commitments
Independent, evidence-based challenge to the evidence, assumptions and accountabilities supporting a material AI decision before commitment.
The assessment examines underlying source material directly -
not solely the summaries prepared for approval.
Material AI commitments deserve more than a decision paper.
AI-related decisions increasingly draw on evidence and judgments from multiple parts of an organization - including the business, Model Risk Management, Risk, Technology, Compliance and Transformation.
The question is whether that evidence, the assumptions behind it, and the accountabilities surrounding the decision collectively provide a sufficient basis to commit.
That is the question ORBIT is designed to examine.
Stenson Global provides independent decision assurance for material AI commitments.
The work is independent by design. I do not implement the decision, redesign the underlying technology or workflow, provide managed services, or have a commercial interest in what happens after the assessment.
No implementation. No managed service. No downstream commercial interest.
Every engagement is delivered through the ORBIT Operating Model™, the governing method used to examine the evidence supporting a material AI-related decision.
ORBIT does not replace Model Risk Management, Risk, Technology, Compliance, Transformation or the business. It draws on their relevant findings and independently tests whether the evidence, assumptions and conclusions collectively support the decision as a whole.
The question is not whether existing governance functions are doing their jobs. It is whether the evidence they provide, taken together, is sufficient to support the particular decision being considered.
Built on more than 25 years of executive leadership across complex, regulated and multinational organizations, where operational judgment, governance and accountability were critical to successful outcomes.
Discover how independent decision assurance can provide a clearer, evidence-based basis before a material AI commitment.
Why a Material AI Commitment Deserves Careful Assessment
A material AI commitment can bring together evidence, assumptions and accountabilities from across the organization.
Business, Model Risk Management, Risk, Technology, Compliance and other functions may each examine different aspects of the decision. The executive question is whether the evidence and conclusions collectively provide a sufficient basis to commit.
Before committing, executive teams may need to establish:
• What decision are we actually making, and what are we committing to?
• What underlying evidence supports the decision?
• What assumptions and dependencies could materially affect the outcome?
• Do the conclusions from the relevant functions collectively support the decision?
• What, if anything, remains unresolved before commitment?
Material AI decisions can therefore span multiple functions at once. The relevant findings may be individually sound while still leaving assumptions, dependencies or questions about how those findings collectively support the decision.
ORBIT examines those relationships as part of the decision assessment.
The question is not only whether the technology works.
It is whether the decision is sufficiently supported.
Governance frameworks, AI policies and functional assessments all contribute to a material AI decision. ORBIT does not replace them. It examines the underlying evidence and tests whether their relevant findings, assumptions and conclusions collectively support the decision.
The ORBIT Operating Model™
The ORBIT Operating Model™ is the governing method used within every Independent Decision Assurance engagement. It provides a structured approach for examining the underlying evidence, testing assumptions and dependencies, and independently assessing whether the evidence supports the material AI-related decision.
Beyond the Assessment: What Happens Next
The Independent Decision Assessment establishes whether the evidence supports the decision. What happens after that decision is a separate question.
Implementation, workflow redesign, transformation and ongoing value realization may follow the decision. Those activities sit outside ORBIT.
ORBIT deliberately stops at the decision.
The assessment provides an independent basis for commitment; implementation and subsequent value realization remain with the organization and its chosen delivery partners.
The ORBIT Independent Decision Assessment
Executive teams engage Stenson Global when they need an independent, evidence-based assessment of the decision supporting a material AI commitment.
The assessment examines the underlying evidence, assumptions and accountabilities supporting the decision before the organization commits.
Every assessment is delivered through the ORBIT Operating Model™, the governing method used to examine the evidence supporting a material AI-related decision.
ORBIT draws on relevant findings from Model Risk Management, Risk, Technology, Compliance, Transformation and the business, while independently testing whether the evidence, assumptions and conclusions collectively support the decision as a whole.
The assessment is designed to help executive teams:
• Understand what decision is actually being made and what is being committed.
• Examine the underlying evidence supporting the decision.
• Test material assumptions and dependencies.
• Examine how relevant findings from different functions collectively support the decision.
• Identify what remains unresolved before commitment.
• Establish whether the available evidence supports proceeding.
Every assessment is independent by design.
ORBIT does not implement the decision, redesign the underlying technology or workflow, provide managed services, or have a commercial interest in what happens after the assessment.
The assessment is tailored to the decision under consideration.
The scope, evidence examined and areas of testing reflect the decision context, relevant organizational functions and the consequences associated with the commitment.
The assessment begins with the decision and the evidence supporting it.
Underlying source material is examined directly, rather than relying solely on summary papers prepared for approval. The assessment then tests the assumptions, dependencies and relevant functional conclusions that matter to the decision.
The result is an independent, evidence-based basis for decision:
READY · READY WITH CONDITIONS · NOT READY
Why This Work is Grounded in Practice
This work is grounded in more than 25 years of executive leadership with accountability for governance, risk, operations and organizational performance at scale as CEO and COO across international organizations and the private sector.
It reflects experience in environments where decisions carry real operational, financial and institutional consequences, and where governance, accountability and executive judgment must work together in practice.
If your organization is considering a material AI commitment and wants an independent, evidence-based assessment of the decision before proceeding, we should speak.
Explore the ORBIT Operating Model™
If you are considering whether independent assessment would add value beyond your existing governance and decision-making mechanisms, I'd be pleased to hear from you.
If your organization is considering a material AI commitment and wants an independent, evidence-based assessment of the decision before proceeding, I'd welcome a conversation.
Your information will be used only to respond to your inquiry.