87% of AI projects fail. We fix that before you start.

Foundation-first AI leadership. Problem. Process. Data. AI — in that order.

96% Accuracy — Drug Diversion AI
12,000+ Trafficking Disruptions
$300M+ Contract Recovery

AI doesn't fail randomly.
It fails predictably — and it's fixable.

Why AI projects fail

  • No problem defined

    Teams deploy AI before understanding what problem they're solving — or whether it's the right problem.

  • Data not ready

    Broken, ungoverned, or semantically inconsistent data makes models unreliable regardless of sophistication.

  • Broken processes

    AI embedded in a broken workflow automates the dysfunction. The process must be fixed first.

  • Vendor lock-in

    Platforms chosen before requirements are defined create dependency without strategic value.

The 4-step fix

  1. Define the Problem

    Scope the initiative. Validate the hypothesis. Establish measurable success criteria before touching technology.

  2. Align the Process

    Apply LEAN/Six Sigma rigor. Eliminate waste. Map the workflow the AI will live inside.

  3. Build the Data Foundation

    MDM, governance, semantic layer, gold standard datasets. Data that AI can trust.

  4. Harness the Right AI

    Select and deploy the model that fits the problem — not the one with the best marketing.

Engagements built for where you are.

POC, MVP, or retainer — scoped to your initiative, not a fixed program.

01 $10–25K

AI Readiness Assessment

Diagnostic engagement that maps your current state — problem clarity, data quality, process health — and produces a prioritized AI roadmap.

02 $10–30K

Process Alignment

LEAN/Six Sigma engagement to eliminate waste and map the workflow before AI is introduced. Ensures the process is worth automating.

03 $15–50K

Data Foundation

MDM design, governance framework, semantic layer, and gold standard dataset development. Builds data AI can actually rely on.

04 $3–6K/mo

Fractional AI Leadership

Embedded AI leadership without the full-time cost. Strategy, vendor accountability, team development, and executive communication.

05 $15–30K

AI Rescue

For initiatives already in trouble. Rapid assessment, root cause analysis, and a recovery plan that determines whether to pivot, fix, or cut losses.

AI RESCUE

Work that ships and stays.

Drug Diversion AI

  • 197 facilities
  • 96% accuracy
  • NIH-funded
  • ASHP peer-reviewed

First AI system for controlled substance diversion detection across hospital networks. NIH-funded, peer-reviewed, and in production across nearly 200 facilities.

FDA Regulatory AI

  • Fortune 500 pharma
  • First of its kind
  • In production

First AI system for FDA regulatory submissions at a major pharmaceutical manufacturer. Reduced submission cycle time and compliance risk.

Anti-Trafficking AI

  • 12,000+ disruptions
  • 8 years in production
  • Clio + One Show

AI-driven platform for human trafficking disruption. Longest-running production AI system in the portfolio.

Enterprise MDM

  • $2M+ annual savings
  • $300M+ contract recovery

Master data management overhaul that enabled accurate contract compliance tracking — recovering over $300M in missed revenue.

Let's talk about your AI initiative.

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