Operational System Deployment (1→1000)

From Pilot to Production

From Pilot to Production

You have a working prototype or POC that can't get to production. I bridge that gap—deploying to cloud infrastructure, building monitoring, writing operational runbooks, and training your team to own it. No more pilots that never ship.

Scale Your Pilot

What Deployment Includes

Everything needed to go from 'it works on my laptop' to 'it runs reliably at scale.'

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Cloud Deployment

Production infrastructure on Cloud Run, Hetzner, or AWS. Containerized, scalable, cost-optimized for your actual workload—not over-engineered enterprise patterns.

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Monitoring & Alerting

Observability stack that tells you when something's wrong before your users notice. Error tracking, performance metrics, and meaningful alerts—not noise.

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Operational Runbooks

Clear documentation your team can follow: how to deploy, how to troubleshoot, how to recover. Written for the people who'll actually use them.

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Team Training

Hands-on sessions where your developers learn to maintain and extend the system. Pair programming, architecture walkthroughs, incident response practice.

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Progressive Rollout

Staged deployment that validates at each step. Start with 10% of traffic, prove it works, then scale. Reduce risk, build confidence.

Proof Points (Anonymized)

Real deployments from recent projects—production systems running at scale.

  • Scaled audit automation from pilot → 77 production sites
  • Deployed client portal integrated with enterprise data warehouse
  • Built alert system handling hundreds of events daily
  • Zero-downtime migrations for mission-critical workflows
  • Systems running 6+ months with team fully self-sufficient
Production AI Systems for Mid-Market Operations

Explore Other Capabilities

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Agentic Process Training

Teach your team to work with AI as a force multiplier. I train developers and operators on AI-first workflows that 5x productivity through hands-on workshops and pair programming.

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Data Integration & Intelligence

Connect your siloed systems into unified decision-making views. I build ETL pipelines, analytics dashboards, and data validation frameworks that give you visibility across ERP, CRM, and spreadsheets.

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Enterprise AI Automation (0→1)

Build net-new AI-powered capabilities from scratch. I embed in your operations to deploy autonomous agents, data pipelines, and AI workflows that transform manual processes into scalable systems.

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Image about operational system deployment (1→1000)

Operational System Deployment (1→1000)

Take your working prototype to production scale. I deploy, monitor, and document AI systems so they run reliably at enterprise volume with your team maintaining them.

Read More about operational system deployment (1→1000)
Real Results from Embedded AI Builds

Ready to Automate Your Operations?

I write code. I deploy infrastructure. I train your team. This isn't advisory work. Every engagement includes capability transfer - you own what we build, and your team can maintain it. Production-ready systems in weeks, not months.

00

Sites Automated

Autonomous audit agent deployed across 77 client sites, freeing consultant time for strategic work.

000

Companies Scored

M&A enrichment pipeline processing trade show data, qualifying 155 priority targets in 2 weeks.

00 M

Spend Visibility

ERP to dashboard integration delivering unified supplier view and procurement analytics.