AI AgentsHealthcareManufacturingCPGPrivate Equity

AI Agents and Intelligence for Healthcare and Manufacturing

AI agents and intelligence systems for healthcare, manufacturing, and CPG, plus AI-driven value creation for private equity portfolios.

Private advisory · By referral only

Scroll

XOA designs and deploys AI agents and intelligence systems for healthcare and manufacturing organizations, partnering with over a dozen CPG and healthcare leaders to turn operational data into actionable insight, predictive capability, and intelligent automation.

We also partner with private equity sponsors to deliver AI-driven value creation across their portfolio companies.

Sectors we serve

Healthcare

Fig. 01Clinical and operational signal

Privacy-conscious technology and analytics designed to support operational insight while respecting regulatory requirements.

  • HIPAA-aware analytics platforms
  • Secure clinical and operational dashboards
  • Custom healthcare software
  • AI-enabled operational insight
See the capability

Manufacturing

Fig. 02Every line, shift, and facility

End-to-end intelligence platforms that unify production data, quality metrics, and supply chain signals into a single operational picture.

  • Real-time production monitoring and OEE dashboards
  • Predictive maintenance and equipment health scoring
  • Computer vision for automated quality inspection
  • Digital twin and simulation modeling
See the capabilities

CPG

Fig. 03Plant floor to retailer shelf

AI agents that work inside the functions that run a consumer packaged goods company, from the plant floor to the retailer's shelf to the finance close.

  • Demand and supply planning by SKU, channel, and retailer
  • Trade spend and revenue management
  • Key account and retailer analytics
  • Close acceleration and automated reporting
See the capability

Private Equity

Fig. 04Diligence through exit

Working with sponsors and their operating partners to turn AI into measurable EBITDA across the hold period.

  • AI and data diligence before close
  • 100-day value creation plans
  • Portfolio-wide agent deployment
  • Exit readiness for the sell-side story
See the capability

Seven capability areas.One senior team.

Each is scoped to the operating decision it serves, grounded in your systems, and deployed inside your perimeter.

  • XOA builds end-to-end manufacturing intelligence platforms that unify production data, quality metrics, and supply chain signals into a single operational picture. We help manufacturers see what is happening across every line, shift, and facility, and understand why.

    This is the foundation of everything we do.

    • Real-time production monitoring and OEE dashboards
    • Quality analytics and defect pattern recognition
    • Supply chain visibility and demand sensing
    • Digital twin and simulation modeling
    • Shop floor data integration and IoT connectivity
  • XOA designs and deploys purpose-built AI systems for manufacturing environments, from predictive maintenance models that prevent unplanned downtime to computer vision systems that automate quality inspection. Every model is trained on your data, validated against your processes, and deployed within your security perimeter.

    Each application is purpose-built. We do not resell or rebrand third-party products.

    • Predictive maintenance and equipment health scoring
    • Computer vision for automated quality inspection
    • Demand forecasting and production scheduling optimization
    • Natural language interfaces for operational data
    • Anomaly detection across production and supply chain
    • Large language model integration for knowledge management
  • XOA provides senior, vetted technology professionals who integrate quietly and effectively into client organizations. Our augmentation model is designed for firms that require discretion, depth, and immediate contribution without the overhead of traditional staffing.

    Engagements are selective and relationship-driven.

    • Manufacturing software engineering
    • Data engineering and analytics
    • AI and machine learning
    • Cloud infrastructure and DevOps
  • XOA advises healthcare organizations on privacy-conscious technology and analytics designed to support operational insight while respecting regulatory requirements.

    • HIPAA-aware analytics platforms
    • Secure clinical and operational dashboards
    • Custom healthcare software
    • AI-enabled operational insight
  • We support select CPA practices with secure technology, analytics, and specialized teams that enhance advisory services and operational clarity.

    • Secure team augmentation
    • Executive reporting and analytics
    • Data integration and automation
    • AI-assisted document and workflow intelligence
  • XOA builds AI agents that work inside the functions that run a consumer packaged goods company, from the plant floor to the retailer's shelf to the finance close. Each agent is grounded in your ERP, WMS, and trade data, and deployed within your security perimeter.

    One operating model, applied function by function.

    Supply Chain & Operations

    • Demand and supply planning agents that forecast by SKU, channel, and retailer
    • Procurement and sourcing intelligence across raw materials, ingredients, and packaging
    • Co-manufacturer and plant performance monitoring: OEE, scrap, and yield
    • Logistics, freight, and 3PL visibility with inventory and warehouse optimization
    • QA/QC batch analytics, deviation detection, and regulatory traceability

    Finance & Accounting

    • Trade spend and revenue management: allowances, promotions, slotting fees, and chargeback reconciliation
    • Cost accounting and COGS intelligence, standard cost variance, and plant finance
    • FP&A agents for SKU and channel profitability, budgeting, and rolling forecasts
    • Close acceleration and automated reporting across high transaction volumes

    Sales & Commercial

    • Key account and retailer analytics: sell-in, sell-through, fill rate, and OTIF
    • Trade marketing and promotion effectiveness
    • E-commerce and DTC performance, marketplace content, and web fulfillment analytics
    • Customer service agents for retailer orders, inquiries, deductions, and disputes

    Marketing, R&D & Support Functions

    • Brand and consumer insight synthesis from syndicated, panel, and review data
    • R&D and packaging development knowledge agents for formulas, specs, and sustainability claims
    • Legal and compliance review for FDA/FTC labeling, claims, and commercial contracts
    • HR, IT/ERP, and sustainability reporting automation
  • XOA works with private equity sponsors and their operating partners to turn AI into measurable EBITDA across the hold period. We engage from diligence through exit, with a bias toward deployments that show up in the numbers within two quarters.

    Discreet, sponsor-aligned, and measured in EBITDA.

    • AI and data diligence: assessing a target's data readiness, systems, and automation upside before close
    • 100-day value creation plans with prioritized AI use cases, owners, and payback estimates
    • Portfolio-wide agent deployment across CPG, manufacturing, and healthcare holdings
    • Shared operating dashboards for sponsors, boards, and management teams
    • Add-on integration support: ERP, data, and reporting consolidation after acquisitions
    • Exit readiness: documenting AI-driven margin improvement for the sell-side story

One agent.One operating decision.

Each agent is scoped to a single operating decision, grounded in your systems of record, and held behind an explicit approval gate. Agents recommend; designated operators approve.

Agent run · CPGDemand planning
Running
+18%Sell-through vs. forecast

Weekly sell-through · 12 wks · plan dashed

Scope
SKU 4471 · Club channel · Wk 42
Analysis
Promotional lift above plan at three DCs
Action
Draft PO adjustment · +2,400 cases
Control
Preparing recommendation
Grounded in ERP · WMS · Syndicated panelPerimeter · Client VPC
Illustrative agent runs across CPG, manufacturing, healthcare, private equity, and finance. Client data remains inside client infrastructure.

From Diligence to Production

Every engagement follows the same disciplined sequence, so AI programs stay accountable to operating results rather than demonstrations.

  1. Phase 01

    Diligence

    Assess data readiness, systems of record, and automation upside by function. Rank use cases by payback and risk.

  2. Phase 02

    Design

    Scope each agent to a single operating decision. Ground it in your ERP, WMS, EHR, or warehouse, with explicit approval gates.

  3. Phase 03

    Deploy

    Run inside your security perimeter, integrated with the systems your teams already use. No rip-and-replace.

  4. Phase 04

    Operate

    Monitor accuracy, adoption, and financial impact with your operators. Expand what works; retire what does not.

Standard on every deployment.

  • 01

    Your perimeter

    Deployed in your cloud or on-premise environment. Client data does not leave client infrastructure.

  • 02

    Your systems

    Grounded in your ERP, WMS, EHR, and data warehouse rather than generic web data.

  • 03

    Human approval

    Agents recommend; designated operators approve. Every action carries a named owner.

  • 04

    Full audit trail

    Every signal, inference, and action is logged and reviewable by compliance and finance.

A Different Advisory Model

  1. 01Limited engagements by design
  2. 02Precision and discretion
  3. 03Security as a foundation
  4. 04Built for the long term
  5. 05Introductions, not transactions

Engage XOA

By referral only. You have to know someone.

Every engagement begins with an introduction from a client or partner who already works with us. That is deliberate.

Engagement model
By referral only
Sectors
Healthcare · Manufacturing · CPG · Private equity