Business Solutions Portfolio
The following portfolio sections demonstrate the breadth and depth of my enterprise transformation experience across critical business functions. Each area represents not just technical implementation expertise, but strategic understanding of how these systems interconnect to drive business value.
From agentic/orchestration AI apps which perform consultative discovery sessions to classification models which predict geographical origin of textiles.
From ERP architectures for small growing companies to billion-dollar corporate separations.
From CRM platforms that integrate sales and demand planning to quality management systems that ensure regulatory compliance,
My cross-functional perspective combined with hands-on technical implementation experience enables me to architect and implement end to end solutions that result in improving overall business effectiveness.
As a Strategic Advisor who still codes, I believe technology leaders must understand implementation at the code level. The AI/ML projects below represent this philosophy in practice—combining strategic thinking with hands-on development to solve real business problems for companies in biotech, supply chain, and enterprise transformation.
Each project demonstrates practical application of machine learning and AI to create measurable business value, from reducing analysis time from hours to minutes, to a consultative discovery tool which conducts intelligent business needs analysis, reducing the initial time and cost of a consultant or sales engineer.
Isotopic Origin Authentication ML System
Developed machine learning models to predict the country of origin of samples based on isotopic test results, replacing manual analysis and reducing customer response time from hours to minutes —creating a key competitive differentiator for supply chain authentication..
Architecture
- →Data Pipeline: Python-based ETL processing isotope ratio data (δ13C, δ15N, δ18O, δ2H) from mass spectrometry analysis
- →Model: Efficient scikit-learn classification algorithms based on Euclidean distances to reference library clusters with hyperparameter optimization for geographic origin prediction based on user provided library of known reference samples
- →Validation: Cross-validation ensuring statistical significance across known geographic regions
- →Automation: Automated model inference reducing manual analysis time from hours to minutes
- →Reporting: Confidence scoring and uncertainty quantification for forensic-level authentication. Generates HTML plots with dynamic 3D visualization
Business Impact
PCR Yield Optimization for Synthetic DNA Production
Developed a TensorFlow neural network to optimize polymerase chain reaction (PCR) yields for synthetic DNA fragment production. The system predicts optimal thermocycling parameters and reagent concentrations based on primer design, target amplicon characteristics, and environmental conditions to maximize yield while maintaining quality specifications.
Architecture
- →Feature Engineering: Multi-dimensional input vectors encoding primer Tm, GC content, secondary structure potential, amplicon length, and reagent quality metrics
- →Neural Network: Deep feedforward network with dropout regularization, batch normalization, and custom loss functions balancing yield vs. specificity
- →Optimization Engine: TensorFlow-based multi-objective optimization using gradient descent to find Pareto-optimal parameter combinations
Use Cases
Navigator Discovery Platform
An AI-powered consultative discovery tool that conducts intelligent business needs analysis. The "discovery agent" engages in multi-turn conversations, adapts questioning based on responses. After reaching predefined informational criteria, it generates a comprehensive discovery report, which it then passes to a "strategy agent", which performs a SWOT analysis and generates a professional document with recommended strategy and initiatives.
Architecture
- →Orchestration Layer: Node.js orchestrator managing conversation state, dynamic prompt engineering, and LLM routing decisions
- →LLM Integration: Claude Sonnet 4.5 API
- →Context Management: Vector embeddings (Pinecone) for conversation history and domain knowledge retrieval
- →Agent Workflow: Stateful conversation graph with branching logic based on industry, maturity, and discovered pain points
- →Output Generation: Structured report generation with executive summary, technical requirements, and prioritized recommendations
- →Frontend: Next.js with real-time streaming responses and conversation branching visualization
Use Cases
Let's Discuss Your AI/ML Strategy
Whether you're exploring your first machine learning application or scaling existing AI capabilities,
I can help bridge the gap between strategic vision and technical implementation.
ERP implementations fail not because of technology, but because of poor change management and misaligned business processes. My approach focuses on organizational transformation first, technology second—ensuring your ERP investment delivers sustained operational improvements.
With experience across manufacturing, biotech, and service industries, I've led end-to-end ERP transformations from vendor selection through post-go-live optimization.
Motorola $18B Company Separation & ERP Rationalization
Served as lead architect for the separation of Motorola into two independent public companies: Motorola Mobility ($10B consumer cell phone business, later acquired by Google) and Motorola Solutions ($8B government/enterprise markets), plus subsequent Networks division divestiture to Nokia-Siemens. Defined separation strategies for over 400 business applications and multiple ERP systems.
Implementation Approach
- ✓Application Portfolio Analysis: Comprehensive assessment of 400+ business applications across both future entities
- ✓ERP Separation Strategy: Complex carve-out of shared SAP and Oracle systems serving both business units
- ✓Data Migration Planning: Customer master, product catalogs, financial history, and transactional data separation
- ✓Global Consolidation: Multi-year roadmap to rationalize multiple SAP and Oracle ERPs across regions
- ✓Integration Architecture: Temporary interfaces during transition period, future state architecture design
- ✓Go-Live Coordination: Phased cutover approach minimizing business disruption during $18B separation
Separation Scale & Impact
Applied DNA Sciences Cloud Migration
Led the strategic migration of all legacy on-premise systems to robust cloud platforms for NASDAQ-listed biotech company, transforming operations while maintaining regulatory compliance across FDA, SOX, and biotech manufacturing requirements.
- ✓Cloud Migration Strategy: Microsoft 365, Sharepoint, Entra ID, Azure, Google Workspace, AWS, Trackwise, and Salesforce.com integration
- ✓Regulatory Compliance: Maintained FDA 21 CFR Part 11, cGMP, NIST CSF 2.0, and SOX compliance during migration
- ✓Business Process Integration: Order Management, Finance, Operations, Quality Management, and LIMS systems
- ✓Lean Infrastructure: Eliminated costs and risks related to on-premise servers and databases. Offices and labs have small local network for instruments and printers; all other activities are conducted in secure cloud environments
Symbol Technologies Global ERP Transformation
Directed a global ERP implementation across 3 theaters and 14 subsidiaries, streamlining worldwide order management and distribution with integrations to supply chain planning processes, financial accounting, and data warehouse, providing critical analytics to senior management.
- ✓Global Implementation Lead: Planned and executed global implementation with senior lavel business partners and prime integrator PwC
- ✓Country Rollouts: Starting with "global template" as baseline, tailored configuration, language, and currency for each country subsidiary
- ✓Business Process Integration: CRM, Finance, Operations, Quality Management, and Service systems
- ✓Supply Chain Optimization: Multi-country/multi channel demand planning, MRP, and real-time ATP
SAP ERP Professional Services & Enterprise Implementations
As consultant in SAP America's professional services team, provided expert SAP ERP consulting for Fortune 500 clients including Lucent Technologies, Ciba-Geigy, and Westinghouse. Led implementation project planning, business process re-engineering, configuration, and testing for Sales & Distribution, Materials Mgmt and Service Management modules.
Fortune 500 Client Experience
Ready to Transform Your Operations?
Whether you're selecting your first ERP system or optimizing an existing implementation,
let's discuss how to align technology with your business strategy.
CRM success requires more than software deployment—it demands organizational alignment around customer-centric processes. My approach focuses on sales methodology integration, data governance, and user adoption to ensure your CRM investment drives measurable business results.
From startup sales process establishment to enterprise-scale customer data platforms, I've implemented CRM solutions that transform how organizations engage with customers and prospects.
Symbol Technologies Global CRM Implementation
Led global CRM implementation across 3 theaters and 29 sales areas for Symbol Technologies ($1.5B global technology company), integrating worldwide sales pipeline management with demand planning processes. Managed $8M project budget with department of 40+ IT professionals and consultants, improving analytics for senior management at the world leader in enterprise mobility solutions.
Implementation Strategy
- ●Global Scale Deployment: CRM rollout across 29 sales areas spanning Americas, EMEA, and Asia-Pacific regions
- ●Multi-Platform Architecture: SAP, Siebel, Salesforce.com, and Comergent integration for comprehensive sales management
- ●Sales Process Integration: Opportunity management with sales collaboration, pricing/quotation workflows, deals desk approval processes
- ●Channel Operations: Multi-tier channel management with partner relationship management (PRM) capabilities
- ●Demand Planning Integration: Direct connection between sales pipeline and manufacturing demand planning for accurate forecasting
- ●Enterprise Mobility Solutions: Pioneered mobile CRM using Symbol MC50 handhelds for field sales, demonstrating Symbol's own products in real-world deployment
Salesforce-SAP Real-Time Integration Platform
Developed lightweight integration solution enabling sales teams to view real-time SAP data (bookings, backlog, billings, credit status) directly within Salesforce screens. Created prepackaged mashup views avoiding complex middleware implementations while providing immediate business value through Simple SGC integration services.
Implementation Strategy
- ●Real-Time Data Access: Direct mashup views showing SAP transactional data within Salesforce interface without data replication
- ●Lightweight Architecture: Prepackaged integration services conforming to both Salesforce.com and SAP design standards
- ●User Experience Focus: Sales associates access critical customer information without leaving Salesforce environment
- ●Rapid Deployment: Installation within days rather than months, avoiding complex IT integration projects
- ●Custom Views: Configurable mashups for customer bookings, backlog analysis, billing history, and credit status
- ●Data Integrity: View-only access eliminating data synchronization issues between platforms
Motorola Solutions Go-To-Market Architecture
Architected integrated solutions for Go-To-Market operations covering campaign management, sales forecasting, channel partner management (PRM), and quote-to-order processes. Designed end-to-end solutions for external partner integration including collaborative supply chain planning and multi-tier sales channel management.
Transform Your Customer Relationships
Whether you're implementing your first CRM or optimizing existing customer processes,
let's discuss how to align technology with your revenue goals.
Quality management in regulated industries requires more than documentation—it demands integrated systems that embed quality into every business process. My approach balances regulatory compliance with operational efficiency, creating quality frameworks that scale with business growth.
From FDA validation to SOX compliance, I've implemented QMS solutions that satisfy multiple regulatory frameworks while supporting rapid business expansion.
Applied DNA Sciences Multi-Standard QMS Implementation
Architected comprehensive quality management system for NASDAQ-listed biotech company, ensuring compliance across FDA 21 CFR Part 11 (electronic records), cGMP (Current Good Manufacturing Practices), SOX (Sarbanes-Oxley), NIST Cybersecurity Framework 2.0, and ISO 9001:2015. Created scalable framework supporting rapid business growth from startup to public company operations.
Multi-Framework Compliance Strategy
- ✓FDA 21 CFR Part 11: Electronic signature validation, audit trails, data integrity controls for all electronic records and systems
- ✓cGMP Compliance: Current Good Manufacturing Practices for DNA authentication and molecular marking technologies
- ✓SOX Section 404: Internal controls over financial reporting, documentation of business processes, and IT general controls
- ✓NIST CSF 2.0: Cybersecurity framework implementation with identify, protect, detect, respond, and recover functions
- ✓ISO 9001:2015: Quality management system certification for international customer requirements and supply chain validation
- ✓Change Control: Integrated change management across all regulatory frameworks with automated workflow approval processes
Technology Integration
- ●Document Management: SharePoint-based QMS with version control, electronic signatures, and automated approval workflows
- ●Training Management: LMS integration ensuring competency validation and training record maintenance
- ●CAPA System: Corrective and Preventive Action management with root cause analysis and effectiveness verification
- ●Risk Management: ISO 14971 medical device risk management integrated with FMEA processes
- ●Supplier Quality: Vendor qualification, auditing, and performance monitoring systems
Manufacturing Process Validation & Control Systems
Designed and implemented comprehensive process validation protocols for DNA authentication manufacturing operations, including statistical process control (SPC), equipment qualification (IQ/OQ/PQ), and continuous process verification. Created validation master plans ensuring scalable manufacturing compliance for growing biotech operations.
Regulatory Audit Management & Inspection Readiness
Established comprehensive audit management program ensuring continuous regulatory readiness for FDA, customer, and third-party audits. Created systematic approach to internal auditing, mock inspections, and corrective action management, maintaining state of inspection readiness that supported company growth and customer confidence.
Audit Program Components
- ●Internal Audit Schedule: Risk-based auditing schedule covering all QMS processes on planned frequency
- ●Mock FDA Inspections: Quarterly mock inspections simulating FDA PAI (Pre-Approval Inspection) scenarios
- ●Customer Audits: Preparation and management of customer quality audits for major pharmaceutical clients
- ●Third-Party Certifications: ISO 9001, ISO 13485, and industry-specific certification maintenance
- ●CAPA Effectiveness: Systematic verification of corrective action effectiveness and trend analysis
Ensure Regulatory Compliance & Quality Excellence
Whether you're preparing for FDA approval or scaling quality operations,
let's discuss how to build compliant systems that support business growth.
Modern laboratories require more than sample tracking—they need integrated systems that connect laboratory data with business operations. My LIMS implementations focus on end-to-end workflow automation, regulatory compliance, and scalable architectures that grow with laboratory volumes.
From high-throughput COVID testing to biotech research operations, I've designed LIMS solutions that process millions of samples while maintaining data integrity and regulatory compliance.
COVID-19 PCR Testing LIMS - Million+ Sample Processing
Architected and implemented high-throughput LIMS for COVID-19 PCR testing operations at Applied DNA Clinical Labs, processing over 1 million samples in the NYC/Long Island region for Stony Brook University Hospital, local schools, and all 26 CUNY colleges during the pandemic. Created comprehensive system integrating sample receipt through result reporting, supporting both diagnostic and surveillance testing programs with full regulatory compliance.
High-Throughput Architecture
- ✓Sample Accessioning: Automated barcode scanning and chain-of-custody tracking for thousands of daily samples
- ✓Workflow Automation: Integration with Hamilton STARlet liquid handling robots and Applied Biosystems thermocyclers
- ✓Real-Time PCR Integration: Direct interface with QuantStudio instruments for automated data capture and curve analysis
- ✓Result Validation: Multi-tier review process with automated flagging of invalid results and quality control failures
- ✓Reporting Portal: Secure patient portal with automated SMS/email notifications and PDF result delivery
- ✓Public Health Reporting: Automated reporting to state health departments and CDC surveillance programs
- ✓CLIA/CAP Compliance: Full compliance with Clinical Laboratory Improvement Amendments and College of American Pathologists standards
Pandemic Testing Scale & Impact
Applied DNA Sciences Biotech LIMS & Manufacturing Systems
Designed comprehensive LIMS architecture supporting both R&D operations and manufacturing scale-up for DNA authentication and molecular marking technologies. Integrated sample management from research through commercial production, ensuring seamless technology transfer while maintaining regulatory compliance across biotech operations.
Integrated R&D to Manufacturing Workflow
- ●Research Sample Management: Electronic laboratory notebook (ELN) integration for protocol development and experimental data capture
- ●DNA Authentication Workflows: Specialized workflows for isotopic analysis, PCR verification, and sequencing validation
- ●Manufacturing Integration: Batch record management and lot traceability for commercial DNA marking production
- ●Quality Control Testing: Automated QC testing workflows with statistical analysis and trend monitoring
- ●Instrument Integration: Direct data capture from mass spectrometers, DNA sequencers, and analytical instrumentation
- ●Customer Reporting: Automated Certificate of Analysis generation and secure customer data portals
Technology Transfer & Scale-up
Enterprise Laboratory & Business System Integration
Architected enterprise-wide integration connecting LIMS with ERP, CRM, and QMS systems, creating unified data flow from customer order through laboratory analysis to final reporting. Designed scalable architecture supporting multi-laboratory operations with centralized data management and regulatory compliance.
Enterprise Integration Architecture
- ●ERP Integration: Real-time connection with SAP/Oracle for sample costing, inventory management, and financial reporting
- ●CRM Connectivity: Salesforce integration for customer sample tracking and automated project updates
- ●QMS Alignment: SharePoint QMS integration ensuring controlled documents and change management workflows
- ●Business Intelligence: Power BI dashboards providing real-time laboratory KPIs and performance metrics
- ●Cloud Architecture: Azure-based infrastructure with disaster recovery and 24/7 availability
Optimize Your Laboratory Operations
Whether you're implementing your first LIMS or scaling existing laboratory systems,
let's discuss how to create integrated workflows that support your scientific mission.