AI-enabled product operations
Use AI assistance inside controlled product workflows
I define evidence, testing and approval boundaries for performance investigation and release intelligence while retaining accountable human decisions.
SENIOR PRODUCT LEADER — ENTERPRISE PLATFORMS, WORKFLOW AUTOMATION & AI-ENABLED PRODUCT OPERATIONS
I turn complex workflows into scalable products and measurable outcomes.
With 10+ years of progressive experience across product strategy, enterprise platforms, healthcare technology, analytics and automation, I lead API-driven platforms, workflow automation and human-governed AI-assisted product operations from problem definition through release and measurable learning.
Where I create the most value
Product problems that reward disciplined systems thinking.
Each area links directly to supporting product evidence, a verified outcome or leadership context.
01
AI-Enabled Product Operations
AI-assisted performance investigation, release intelligence, source traceability, controlled testing and accountable human approval.
AI performance case ↗02Data Platforms and Intelligence
SQL and analytics, data quality, metadata, lineage, decision support and trusted data foundations.
Data-quality case study ↗03Healthcare Workflow Automation
API and governed UI paths for payer responses, clinical-documentation workflows, state synchronization, priority and exception handling.
API workflow evidence ↗04Enterprise Integrations and Interoperability
API contracts, system synchronization, validation, traceability and partial-failure recovery, with FHIR/HL7 as supporting healthcare interoperability experience.
Integration reliability case ↗05Product Leadership and Scale
People management, product strategy, discovery, roadmaps, cross-functional leadership, UAT, release readiness and adoption.
Leadership evidence ↗Why Ola
Senior product judgment for operationally complex systems.
Strategy, technical fluency and delivery discipline applied to products where workflow accuracy, trust and measurable value matter.
API platforms and workflow automation
Connect system events to reliable user workflows
API and governed UI paths support payer responses, clinical documentation, state synchronization, priority, acknowledgement and exception recovery.
Leadership and scale
Lead people, products and cross-functional delivery
People management, mentorship and end-to-end ownership connect strategy, implementation, UAT, release readiness and learning.
Selected impact
Strategy translated into measurable outcomes.
I focus teams on the highest-value problems, connect product decisions to measurable outcomes and build scalable solutions for complex operational environments.
ESTIMATED OUTCOMEEstimated 5,000+annual work hours savedPayer-response workflow automationMethodEstimated annual work hours avoided through approved payer-response automations.AttributionAttributed to the payer-response automation workstream; not presented as an enterprise-wide result.Known limitationAnnualized estimate; underlying operational details are not published.View contextVERIFIED OUTCOME30%reporting efficiency improvementAnalytics and data-quality practicesMethodImprovement in reporting efficiency within the approved work scope.AttributionReported for analytics and data-quality work; not presented as enterprise-wide governance ownership.Known limitationMeasurement period and baseline are not published.View contextVERIFIED OUTCOME98%functionality compliance through UATHealthcare workflow productMethodFunctionality compliance measured through UAT; this is not described as first-pass acceptance.AttributionReported for the healthcare workflow product represented in the linked case study.Known limitationThe approved UAT scope is public; detailed test populations are not published.View context
Selected work
Three product stories. Decisions before features.
AI-assisted performance optimization, API-driven healthcare workflow orchestration and explainable prioritization showing decisions, controls and measurable operating value.
Case studies use generalized workflows, fictionalized examples and modified implementation details to protect confidential information. Verified, estimated and intended outcomes are labeled separately.
01Human-governed AI-assisted performance and release workflow
AI-assisted performance decision
01Observe
02Synthesize
03Hypothesize
04Test
05Approve
06Monitor
Production boundaryHuman approval required · no autonomous changes
Flagship case study
AI-Assisted Application Performance Optimization
Business problemTeams needed a faster, more consistent way to connect performance signals to testable product and technical decisions without allowing an LLM to change queries, indexes, infrastructure or production behavior on its own.
Ola’s roleProduct leader for performance prioritization, evidence requirements, test boundaries and release approval
Strategic decisionUse the LLM to organize approved evidence and propose testable hypotheses, never to execute production changes or approve its own recommendation.
QUALITATIVE OUTCOMEAI-assisted analysis supported structured application-performance investigation and release communication while keeping query, test and production decisions under human control.
AI-Enabled Product OperationsApplication PerformanceData ProductsRelease Intelligence
View case study02API and governed-UI workflow orchestration
Response → action
Payer signalApprovedDeniedPending
NormalizeRules + validation
DocumentRouteSyncMonitor
Exception pathAmbiguity → review queue
Flagship case study
API-Driven Payer and Clinical Workflow Orchestration
Business problemThe same business event could arrive through different paths with inconsistent wording, missing details, duplicates, conflicting state or incomplete acknowledgement. The product needed one governed decision model across API and UI behavior, including safe recovery when synchronization failed.
Ola’s roleProduct lead for API-driven payer and clinical workflow orchestration
Strategic decisionUse one governed workflow-state model across API ingestion and user-facing UI actions.
ESTIMATED OUTCOMEEstimated 5,000+ annual work hours saved
API PlatformsWorkflow AutomationHealthcareRevenue Cycle
View case study03Rules-based prioritization and workflow orchestration
Priority rules
Time-sensitive work
P1Initial reviewHigh
P2Continued reviewMedium
P3Follow-upReview
Flagship case study
Intelligent Healthcare Work Orchestration
Business problemA simple sorted list could not represent the work safely. The product needed to make priority understandable, keep state ownership clear, and surface enough context for users to review the recommended order.
Ola’s roleProduct lead for workflow strategy, orchestration rules and prioritization
Strategic decisionModel each work item in one primary operational state at a time.
VERIFIED OUTCOME98% functionality compliance through UAT
AutomationHealthcareWorkflowProduct Strategy
View case studyProduct approach
How I turn ambiguity into product direction
A practical operating approach for identifying high-leverage problems, making transparent trade-offs and moving products from discovery through measurable optimization.
Prioritize
Focus investment on the problems with the greatest user, operational and strategic value.
Design
Translate complex workflows, constraints and edge cases into clear product decisions.
Measure
Define evidence before delivery and use post-launch signals to guide iteration.
How I lead
Bring structure to ambiguity and make the important decisions visible.
My leadership approach connects strategic prioritization, creative problem solving, cross-functional alignment and post-launch learning.
Strategic prioritization
Separate urgent requests from high-leverage product problems and make trade-offs visible.
Creative problem solving
Reframe operational constraints as product-design opportunities.
Cross-functional alignment
Translate across executive, operational and technical perspectives.
Delivery and learning
Connect release readiness to evidence and post-launch learning.
Career history
Enterprise range. Healthcare depth. Analytics foundation.
HCA Healthcare
Data Product Manager, DNA/Helix
November 2023-Present | Nashville, Tennessee
Healthcare workflow, automation, data-product and revenue-cycle leadership across the Helix/DNA platform.
Nike
Product Manager
March 2020-November 2023 | Nashville, Tennessee
Enterprise product delivery, analytics, adoption and cross-functional release readiness.
Polaris Limited
Senior Technical Business Analyst / Technical Product Owner
June 2015-August 2018
Product ownership, business intelligence and operational optimization.
Polaris Limited
Business Analyst
June 2012-June 2015
Financial services, analytics and process improvement.
Let’s build what matters
Building a data-intensive, AI-enabled or healthcare workflow product?
Review the evidence or discuss how product strategy, API-driven workflow automation, AI-enabled product operations and technical fluency can support the decisions your team needs to improve.