AI product strategy and execution for complex organizations.
Fei Business Advisory helps enterprise, healthcare, and marketplace leaders turn ambiguous AI opportunities into shipped products, measurable workflow improvements, and governed operating models.
Led by senior product operators with experience across Apple, Amazon, healthcare consulting, and enterprise data platforms, we help clients define the right product, align stakeholders, manage delivery, and launch practical AI-enabled workflows in regulated or operationally complex environments.
From AI ambition to production workflows.
Many organizations know where AI could create value, but struggle to move from strategy decks to deployed tools. Fei Business Advisory bridges that gap.
We work with business, product, operations, data, and engineering teams to identify high-value workflows, define product requirements, build credible business cases, and guide execution through launch. Our work is grounded in practical product management: clear priorities, measurable outcomes, stakeholder alignment, and systems that real teams can adopt.
What we offer
AI Product Strategy & Roadmaps
We help leaders identify where AI can create measurable value, then translate that opportunity into a product strategy, roadmap, and delivery plan.
- AI opportunity discovery and prioritization
- Product vision, roadmap, OKRs, and KPIs
- Build, buy, and partner recommendations
- ROI framing and executive decision materials
- Stakeholder alignment across business and technical teams
Workflow Automation & LLM Integration
We design and deliver AI-assisted workflows for teams burdened by manual review, document-heavy processes, administrative queues, or operational bottlenecks.
- LLM-assisted decision support
- ServiceNow and enterprise workflow integration
- Contract and document review automation
- Human-in-the-loop review design
- Prompting, evaluation, and quality-control patterns
Enterprise Data & AI Enablement
We help organizations build the foundations needed to support AI products responsibly, including data governance, labeling workflows, compliance requirements, and evaluation systems.
- Data labeling and governance operating models
- AI/ML product requirements
- Data science and engineering coordination
- Model evaluation and performance tracking
- Platform-product strategy for enterprise data teams
Product Delivery & Fractional Leadership
We provide senior product and program leadership for teams that need experienced operators to clarify direction, unblock execution, and bring complex initiatives to launch.
- Fractional product leadership
- Program and project management
- Engineering team coordination
- Cross-functional stakeholder management
- Launch planning, rollout, and change management
Who we help
Enterprise data and AI leaders
Turn AI strategy into governed, measurable, scalable product initiatives across data science, data engineering, and compliance stakeholders.
Healthcare operations leaders
Reduce administrative burden, reimbursement leakage, and frontline workflow friction with AI-assisted tools designed for regulated environments.
Procurement and legal operations teams
Accelerate contract review, identify risky clauses, improve vendor onboarding, and reduce dependence on manual review cycles.
Marketplace and e-commerce operators
Improve catalog quality, vendor operations, product discovery, assortment strategy, and customer-facing recommendations.
Built for regulated and operationally complex environments.
AI products in healthcare, finance, and enterprise operations must satisfy more than user needs. They must also pass privacy, security, compliance, governance, and operational review.
Fei Business Advisory helps teams design products that are useful to frontline workers and legible to the stakeholders responsible for approving them. We focus on practical implementation: privacy-preserving requirements, auditable workflows, human review, clear escalation paths, and adoption plans that fit the client’s operating model.
Governance
Privacy-preserving product requirements, approval materials, and auditability for sensitive workflows.
Human review
Human-in-the-loop operating models that improve speed without removing oversight where it matters.
Adoption
Change management and rollout plans designed around how operational teams actually work.
Selected outcomes
- Launched an LLM-powered healthcare workflow that helped frontline caregivers identify billing codes more accurately and reduced insurance denial rates within five months.
- Implemented LLM-powered contract review software that helped procurement teams flag risky clauses, optimize payment terms, and unlock annualized savings.
- Built AI/ML and data platform product strategies across enterprise data, data science, and data engineering engagements.
- Led product initiatives across Apple Siri, Amazon marketplace operations, healthcare consulting, and enterprise technology services.
Practical AI, measurable workflows.
Our work focuses on operationally complex environments where product strategy, workflow design, data, and AI must come together. Our case studies show how Fei Business Advisory has helped clients reduce leakage, accelerate review cycles, and improve frontline productivity.
Have a workflow that AI should improve, but no clear path to production?
We can help assess the opportunity, define the product, align stakeholders, and lead the execution plan.