Make your AI tools actually useful
Your team already uses AI. I build the governed infrastructure that connects it to your systems, teaches it your workflows, and orchestrates specialist agents that surface insights humans miss: Connect, Teach, Orchestrate. Plus foundational audits and MVP builds when that’s where you need to start.
Connect: governed access to your systems
AI doesn’t assign trust randomly. It mirrors how people do it, and access should work the same way. Custom Model Context Protocol servers connect your AI tools to your internal APIs, databases, and SaaS platforms, securely, through your existing identity provider. Your team already uses AI. I make it useful by giving it governed access to your actual business systems.
Learn more →Teach: skills & steering
Prompts aren’t magic. They’re specifications, and most teams write vague ones. I encode your workflows, coding standards, and institutional knowledge into machine-consumable packages, so your AI operates with your context instead of generic capability. Skills that load on-demand, steering that enforces your standards, and knowledge bases that actually know your domain.
Learn more →Orchestrate: multi-agent pipelines
Orchestration is leadership, expressed as infrastructure: clarity, accountability, and delegation, built into how agents hand off work instead of left to chance. Specialist agents (each grounded in validated behavioral research) detect patterns humans miss and synthesize findings into an actionable narrative. Agents activate proactively based on quantitative markers, not keyword matching, and the system tells you what you didn’t know to ask about. For teams of 25+ engineers, this includes Operion, my engineering intelligence layer.
Learn more →Foundational starting points
Not ready for the full three-layer build? These are the ways to start when you need to understand your system or ship a first product before layering AI infrastructure on top.
AI Readiness Audit & AI Risk Assessment
An AI readiness audit and risk assessment that scores where your organization actually stands before you spend on a build. I evaluate six dimensions — strategy, data, infrastructure and security, talent, governance, and use-case ROI — and surface the shadow AI already running in your business. You walk away with a scored baseline, a prioritized gap list, and a costed roadmap, not a tool recommendation.
Learn more →Enterprise & Software Architecture Audit Services
Enterprise and software architecture audit services: a deep technical review of your system architecture that identifies bottlenecks, scaling risks, and technical debt before they become expensive problems. You walk away with a concrete remediation plan, ranked by business impact.
Learn more →Build to MVP
We build your product from concept to working software: shipped, tested, and ready for users. Milestone-based pricing means you pay for progress, not hours. You own everything we build, and we hand over a codebase your future team can maintain.
Learn more →Included at the Orchestrate tier
Past ~25 engineers, the team risks that cost the most get harder to see
Burnout builds, review turns into rubber-stamping, and knowledge concentrates in a few people, usually invisible until it shows up as attrition or a bad launch. Operion, my engineering-intelligence layer, is deployed at the Orchestrate tier to catch it early: a live multi-agent system that reads your Git and issue-tracker data, with specialist agents grounded in validated behavioral research. It surfaces the drift with evidence and a recommended action, the diagnostic instrument behind the decision, not another dashboard.
Not sure which service fits?
Start with a free assessment call. I’ll listen to what you’re building and help you figure out the right next step, no commitment required.
Book your free call