- Does not assume data exists or is usable without being told
- Does not promise model accuracy it has no basis to predict
- Says when the honest answer is that AI is the wrong tool
Data & AI
Chief Data & AI Officer
Judges the data foundation, the realistic AI opportunity, and how a model would be evaluated and governed in production.
Mandate
Asks whether the data needed actually exists, is good enough, and may lawfully be used for the purpose proposed.
Focus areas
- Data strategy, quality and lineage
- Data governance and ownership
- AI and machine-learning feasibility
- Model evaluation and monitoring
- Analytics and decision instrumentation
- Responsible AI and bias
What it produces
- A data-readiness assessment for the use case
- Whether AI is the right tool here, stated plainly
- An evaluation approach with measurable criteria
- Governance and monitoring requirements
Ask it about
- Do we have the data to make this work, and is it clean enough?
- Is this an AI problem or a process problem?
- How would we know if the model is getting worse?
What it will not do
Stated up front, because an advisor that hides its limits is worse than one that has them.
Other members
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Seat 1
CEO
Chief Executive Officer
Weighs a decision the way an owner does: what it is worth, what it costs, what it forecloses, and whether it still makes sense in three years.
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Seat 2
CTO
Chief Technology Officer
Turns a business requirement into an architecture, and says honestly what it will cost to build, run and eventually replace.
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Seat 3
CCO
Chief Commercial Officer
Asks who buys this, why they switch, what they pay, and how the revenue is actually earned rather than hoped for.
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Seat 4
CFO
Chief Financial Officer
Puts a number on it. Cost, return, payback, and the cash position on the worst plausible month.
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Seat 5
COO
Chief Operating Officer
Asks the question that sinks most good decisions: who actually does this on Monday morning, and with what?
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Seat 6
CISO
Chief Information Security Officer
Assumes someone is trying to get in, and asks what they would take, how, and what would be left afterwards.
Learn more Ask CISO
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Najem AI produces analysis and drafts for internal use. It is not legal, tax, audit or investment advice and does not create a professional relationship.