Advisory · AI Systems · Applied Intelligence
AI Strategist,
Builder, and
Business Architect
I help companies turn AI from ambition into execution. With 20+ years of leadership across data, information, finance, and growth, I now focus on building AI-first systems, internal platforms, and intelligent workflows and data-driven systems that create real business value.
From executive advisory to practical AI systems designed for real-world use.
About
A practical approach to AI, built on business reality
My work sits at the intersection of strategy, data, AI development, and commercial execution.
Over the past 15 years, I have worked across data and information businesses, the financial industry, investment advisory, and AI-driven product development. Today, I help organizations identify where AI can create real value, prioritize the right opportunities, and turn those opportunities into practical systems, workflows, and internal capabilities.
I am especially drawn to problems that require both strategic thinking and hands-on building, where business understanding, data logic, and intelligent system design need to work together.
Built across leadership, finance, data, and AI
20+ Years
Leadership and commercial experience
Data & Information
13 years in information businesses
Finance & Investment
Senior advisory in technology
AI-First Systems
Applied AI development and architecture
Services
What I do
I work with companies that want to understand, apply, and build with AI in ways that are commercially relevant and operationally useful.
AI Advisory
Assess AI maturity, identify practical opportunities, define priorities, and build a strategy that connects AI to real business value.
- AI maturity assessment
- Opportunity mapping
- Strategic AI roadmap
- Executive advisory
Internal Systems & Intelligence Platforms
Design and help build internal systems, workflows, and AI-powered tools that improve execution, visibility, and decision-making.
- Internal systems for operations, visibility, and decision support
- AI agents for research, analysis, and signal detection
- Knowledge, monitoring, and intelligence tools
- Custom-built applications tailored to business workflows
Applied Intelligence Projects
Develop more advanced systems where AI is combined with structured data, signal detection, geospatial inputs, or domain-specific intelligence.
- Financial intelligence systems
- Monitoring and signal detection tools
- Geospatial, satellite, and signal-based intelligence systems
- Custom intelligence solutions
What I build
Most AI fails because it is applied to the wrong problems. I build systems that make that impossible.
Built and deployed across multiple real world use cases.
Predictive financial intelligence
Identify future value before it becomes visible.
These systems detect emerging high net worth individuals, hidden portfolio risk, and shifts in private market dynamics by combining ownership data, behavioral signals, and market patterns. Built for investors who need to act before the market does.
- Emerging high net worth individuals
- Hidden portfolio risk
- Private market shifts
Decision systems for transactions and strategy
Structure complex decisions into clear, actionable outputs.
These systems break down companies, markets, and opportunities, surface what actually matters, and remove noise from high stakes decisions. Built for environments where clarity is critical.
- Due diligence clarity
- Acquisition mapping
- Decision signal extraction
Real world signal intelligence
Turn physical world activity into actionable insight.
These systems detect industrial activity, supply chain movement, and infrastructure signals using satellite and geospatial data before they appear in traditional data sources.
- Industrial activity detection
- Supply chain movement
- Infrastructure signals
Applied AI in critical environments
Build AI systems where accuracy and trust are non negotiable.
These systems operate in environments where decisions have real consequences, data is complex, and reliability is essential.
- High accuracy environments
- Complex data contexts
- Decision critical systems
Across all systems, the focus is the same: turning fragmented data into structured intelligence, and structured intelligence into action.
Free Assessment
Test Your AI Readiness
A structured, 21-question assessment that shows exactly where you or your organization stand, and where to focus next.
Results are immediate. No signup required to see your score.
Take the assessment →What you receive
Overall readiness score
A single 0–100 score across all dimensions
5 diagnostic dimensions
AI maturity, data readiness, execution, strategy, opportunity
Practical recommendations
Targeted to your weakest areas, immediately actionable
Personalized summary
A written diagnostic based on your specific result pattern
~10 min · 21 questions · Free
AI Lab
AI tools for thinking, not just building
A focused set of tools designed to help you evaluate whether AI is the right approach, identify real opportunities, and prioritize what to build first.
Open the AI LabBackground
Experience
A background built across leadership, data, finance, and AI systems.
Leadership in Data & Information
Built and led growth in data- and information-driven environments, with a strong focus on commercial performance, strategic development, and long-term value creation. This foundation shaped a deep understanding of how information products are built, scaled, and positioned in the market.
Finance and Investment Perspective
Worked closely with the financial industry and served as a senior investment advisor within the technology space, contributing strategic perspective on growth, market positioning, commercial potential, and investment relevance. This added a strong investor-oriented lens to how businesses, products, and opportunities are evaluated.
AI Development and System Architecture
In recent years, increasingly focused on designing and building AI-first systems, internal intelligence tools, and applied products. This includes work related to company analysis, workflow automation, intelligent monitoring, lead generation, decision support, and newer projects involving satellite data, geospatial data, and government-relevant use cases.
Capabilities
Selected capabilities
Examples of areas where I can contribute.
AI Readiness Assessment
Evaluate where AI can create value inside the business, what the organization is ready for, and what should come first.
Executive AI Workshops
Help leadership teams understand AI in practical terms, from strategic direction to real operational use cases.
Operational Systems & Workflows
Internal systems that improve operational structure, decision visibility, and day-to-day execution across the business.
Lead Intelligence Agents
Build AI-supported systems for identifying, qualifying, and organizing commercial opportunities.
Research & Monitoring Tools
Create systems that track signals, surface insights, and support better decisions over time.
Custom AI Applications
Develop focused tools built around specific business problems, data environments, and operational needs.
Approach
How I work
I combine strategic clarity with builder mentality.
That means I care about direction, prioritization, and business logic, but also about how things are actually designed, structured, and made useful in practice. The goal is not AI for presentation decks. The goal is AI that works inside the business.
Contact
Let's build something useful
Whether you need a senior advisor on AI, help assessing your company's AI potential, or support building practical AI systems that create business value. I'm open to the right conversations.
Consulting, advisory, workshops, and selected build projects.