Service 04 / 04
/ship
AI production deployment
I take AI applications from a developer's laptop to a secure, running cloud system. I write the AWS or Azure infrastructure as code, package the app in containers, automate deployments with no stored passwords and hand over documentation your team can run. I don't hand over a demo; I hand over a running system.
What you get
- Infrastructure written as code. The cloud environment on AWS or Azure is code, with Terraform on AWS, so it can be reviewed, repeated and changed safely.
- Containers and automated deployments. Every change goes out through a pipeline with no stored passwords or long-lived cloud keys.
- Secrets handled securely. Credentials are kept out of the code and out of the pipeline.
- Load testing and handover. The system is tested under load, and your team gets the guides to run it.
Where this has shipped
- An enterprise HR and payroll platform. On a three-person team I owned the cloud, deployments and payroll work: an HCM ERP deployed to AWS with Terraform, with the cloud plan adapted three times in one week and a secure, cloud-hosted product in about eleven days.
- NextMovePath. I set up the AWS environment as code with Terraform, then we right-sized it for the stage and budget. NextMovePath's AI strategy reports launched eight days after work began.
- AgentlyLeads. On the CS2 Technologies team I worked on AgentlyLeads from local development to production on AWS.
Where it starts
Deployment is the last step of every platform I build, not a separate handoff. If the system does not exist yet, start with AI platform development.
Case studies
- CS2 Technologies productLive
NextMovePath: An AI Strategy Engine for Canadian Immigration
A live platform that turns a person's Canadian immigration profile into a personalised AI strategy report. Accurate calculations provide the facts, AI plans the strategy, and the report arrives live and as a PDF.
Immigration
- An enterprise HR-services companyDelivered
HR and Payroll Platform: From Build to Secure Cloud in 11 Days
A full HR and payroll platform with an AI HR assistant, taken from a blank start to a secure, cloud-hosted product the client could test in about eleven days, through three changes of cloud plan.
HR technology · NDA
- CS2 Technologies productIn production
AgentlyLeads: An AI-Native CRM You Run from ChatGPT and Claude
A CRM that teams operate straight from the AI assistant they already use. The AI prepares emails and updates, and a person approves anything that is sent, deleted or charged.
Sales and CRM
- An AI phone agent company serving small businessesLive
AI Lead Discovery on Reddit, With a Person Approving Every Reply
An AI system that reads 56 Reddit communities for small business owners with real problems, drafts a helpful reply in the founder's voice, and sends it to Slack for a person to approve.
AI voice and customer service · NDA