What I Build
Production AI systems for operations-heavy industries. Not demos. Not POCs. Systems that ship and scale.
Generic AI vs. Your AI
Buy an LLM off the shelf and you get generic answers. It doesn't know how you estimate. It doesn't know why your team adjusted those hours. It doesn't know which clients require extra documentation.
Generic AI (Commodity LLMs)
- ×Reconstructs from scattered exports
- ×Trained on public data, not your operations
- ×Black box reasoning, no provenance
- ×Same capabilities as your competitors
Context Graph AI (Your Ontology)
- ✓Captures at moment of decision
- ✓Encodes YOUR tribal knowledge
- ✓Every answer traceable to sources
- ✓Competitive moat that compounds
Live Context
Real-time queries for current state. "What's the status right now?"
Cached Metrics
Pre-computed aggregates for fast patterns and baselines.
Derived Intelligence
Precedent search and pattern extraction across history.
Multi-Agent Systems with Context Graphs
Ideal for: Construction ops, sales teams, staffing agencies with complex coordination
The core of what I build: agent architectures that sit in the execution path, capturing decisions at the moment they happen, not reconstructing from scattered data. Your tribal knowledge becomes institutional memory. 'How did we handle this before?' becomes instant precedent search. The system gets smarter with every operation.
What's Included
- →Decision capture with full context (who, what, when, why)
- →Three-tier context: Live, Cached, and Derived intelligence
- →Precedent search across all historical decisions
- →Full provenance: every answer traceable to sources
Process Automation Platforms
Ideal for: Real estate transactions, RFP responses, candidate screening workflows
End-to-end automation of business processes with intelligent routing. Not just RPA. Actual understanding and decision-making that adapts to edge cases and exceptions.
What's Included
- →Intelligent document processing
- →Workflow automation with branching logic
- →Exception handling and escalation
- →Integration with existing systems
AI-Powered Internal Tools
Ideal for: Project managers, estimators, recruiters who need leverage
Custom tools that augment your team's capabilities. Search engines that actually understand queries, assistants that know your domain, copilots that accelerate expert work.
What's Included
- →Domain-specific knowledge bases
- →Intelligent search and retrieval
- →Custom copilots and assistants
- →Workflow-integrated AI features
System Integration & Deployment
Ideal for: Companies with existing CRMs, ERPs, or project management tools
Connecting AI systems to your existing stack. I handle the hard parts: data pipelines, authentication, compliance, and security, so your AI actually works in production.
What's Included
- →API development and integration
- →Data pipeline architecture
- →Security and compliance setup
- →Production deployment and monitoring
Ongoing Optimization
Ideal for: Clients who want systems that improve with usage
Continuous improvement of deployed systems. I monitor performance, analyze failures, and ship improvements. Your AI systems get smarter over time.
What's Included
- →Performance monitoring and analytics
- →Model fine-tuning and updates
- →Cost optimization
- →Feature expansion based on usage
How Engagements Work
Fast, focused, and forward-deployed
Discovery
Understand the Problem
I embed with your team. Shadow operations, interview stakeholders, map workflows. I need to see the pain before I can solve it.
Deliverables
- Process documentation
- Technical feasibility assessment
- Scope definition
Build
Ship Working Software
Rapid iteration on production systems. Daily deploys, continuous feedback, working software. Not a POC. The actual thing.
Deliverables
- Production-ready system
- Integration with existing tools
- Documentation and training
Deploy
Go Live & Improve
Launch to production with monitoring. I stick around to optimize performance, handle edge cases, and ship improvements.
Deliverables
- Production deployment
- Monitoring dashboard
- Ongoing support
Frequently Asked Questions
Common questions about working together
Let's scope your project
Tell me about your operations and I'll tell you if I can help. 30-minute call, no commitment.
Book a Call