Operating capacity that compounds
Martin Tech Labs is an AI operating-leverage firm for COOs and operations leaders. We measure workflow economics, redesign high-friction workflows around people and AI agents, deploy them into production with governance, and measure the result.
We are not paid to create AI activity. We are paid to create operating capacity that compounds.
Where we sit
Between strategy-only AI consulting and task-level automation agencies. We start with the economics of the operation, identify where AI can create measurable leverage, redesign the workflow around people, agents and existing systems, deploy it into production and measure the result.
We work with COOs and operations leaders, alongside the CEO, CFO, CIO or CTO and the business-unit leaders who own the workflows. See how we work.
We are
- An engineering firm that starts with the economics of the operation
- Accountable for production deployment, not just recommendations
- Measured against a baseline we agree with you up front
- Candid: if we're not the right firm for a problem, we say so
We are not
- A strategy-only consultancy that stops at the deck
- A task-level automation agency
- A tool reseller or vendor pitch
- A headcount-reduction program
Capabilities
LLM and agent development
Agents designed as components you can swap, not a bet on one vendor.
Enterprise integration
Built into the systems you already run, with an audit trail.
Workflow automation
Plain automation where it's cheaper and more reliable than an agent.
Production AI deployment
Workflows that run every day, with validation, monitoring and rollback.
Architecture and governance
Permissions, approval points and stop conditions designed in from the start.
AI-enhanced SDLC
The same discipline, applied to engineering teams.
Industry practices: Logistics / 3PL · Legal & Professional Services · Insurance · Accounting / Advisory · Private Equity / Portfolio Operations. Specialized solution: Engineering AI Adoption.
How an engagement starts
Small first, then only what the numbers support. Nothing is built before it is measured.
- Step 1 · $999Assess a WorkflowOne workflow, 60 minutes. A first read on the economics and a straight answer on whether AI is the right lever.
- Step 2 · ScopedAI Operating Leverage AuditBaselines, your top workflows ranked by leverage, a 90-day roadmap and a do-not-build list.
- Step 3 · ScopedAI Workforce ImplementationProduction deployment with controls, training and measurement against the baseline.
- Step 4 · ScopedAI Workforce ScaleProven patterns repeated across teams, with shared governance and measurement standards.
Leadership
Martin Tech Labs was founded by Stephen Martin, who previously built and ran production systems at Cash App and Amazon. That background shapes how we work: the hard part of operational AI isn't the demo. It's integration, controls, maintenance and proving the result.
Stephen Martin on LinkedInHow the pieces fit
- Martin Tech Labs
- The firm
- AI operating leverage
- The category and economic thesis
- Agent Workforce OS
- Our implementation method
- Measure → Architect → Deploy → Compound
- The method's four public stages
- Compounding Capacity
- Our publication and thought leadership
Read Compounding Capacity for how we think about AI economics, governance and workflow design.
Assess a workflow
Bring us one workflow that is slow, repetitive, error-prone or expensive. We'll help determine whether AI is actually the right lever.