AZIS R. DABAS
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← OverviewTHE OPERATING RECORD
Diagnostic / Commercial readiness

What must be true before you commit?

Layers of mineral strata surround an illuminated core, connected to suspended fragments
EvidenceSignal & interpretation

I treat healthcare AI adoption as a sequence of commitments: access to data, changes to work, expenditure and eventual scale. Assess the evidence supporting each commitment and identify the unresolved dependency that could make the investment fail.

Run the diagnosticSee the operating thesis

A directional executive diagnostic, not a certification or compliance opinion.

Six-domain pressure test

Identify the condition that can stop adoption.

Score only what the team can substantiate today. Use a low score to locate missing evidence, then judge its consequence: an unresolved authority or safety requirement may block deployment even when the commercial case is strong.

YOUR OPERATING EVIDENCE

Compare the evidence by domain.

The 0–3 scale orders evidence maturity within each domain; it is not a probability of success. A strong result in one domain does not compensate for a critical failure in another. Unanswered domains remain separate.

0 · assumed3 · evidenced
Payer economicsNot answered
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Provider workflowNot answered
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Claims / RCM intelligenceNot answered
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AI governanceNot answered
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ImplementationNot answered
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ProofNot answered
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0 of 6 domains answered. Evidence levels are self-assessed, not measured performance.
0 / 6 domains assessed
01 / Payer economicsCan leadership explain who pays, why the workflow matters financially, and which budget absorbs it?
02 / Provider workflowDoes the product fit the real clinical and administrative handoff without adding hidden work?
03 / Claims / RCM intelligenceCan the team connect the product to measurable claims, denial, leakage, access, or utilization signal?
04 / AI governanceAre evidence, ownership, human review, escalation, and audit trails designed into the workflow?
05 / ImplementationCan a buyer see the path from contract signature to a working, staffed, integrated operating model?
06 / ProofIs there an agreed value readout that finance, operations, and the executive sponsor will trust?

YOUR NEXT OPERATING DECISION

Make the evidence visible.

Assess all six domains to identify the lowest-rated handoff. Your answers remain on this page and are not submitted.

    Method and source discipline

    Match the next commitment to the evidence.

    My framework separates six adoption conditions because they answer different investment questions. A funded buyer does not establish workflow fit; a working pilot does not establish repeatable implementation; utilization does not establish value. The diagnostic identifies where further diligence is needed before a larger commitment.

    01

    Directional

    The score surfaces operating gaps. It is not legal, compliance, clinical, security, or financial advice.

    Executive orientation
    02

    Evidence-led

    Support each rating with a specific artifact: a reviewed business case, observed workflow, tested control, delivery plan or agreed comparison design.

    Proof over positioning
    03

    Buyer-aware

    Assign each unresolved condition to the function with authority to resolve it. The next approval should specify the evidence required and the consequence if it is not produced.

    Buying-committee trust
    CMS Interoperability and Prior Authorization Final RuleNIST AI Risk Management FrameworkHHS AI Strategy and ImplementationRead the research

    Discuss the strategic decision

    Resolve the next adoption barrier.

    Discuss an operating mandate

    CONTINUE THE EXECUTIVE PERSPECTIVE

    Connect the strategy to the work.