CHATGPT / OPENAI / AUTOMATION

AI that connects
to the way you work.

Go from a promising prompt to a useful workflow—with the infrastructure, integrations, and human review to support it.

ChatGPT & AI workflows

Explore summarization, drafting, knowledge assistance, and structured information processing. Connect appropriate use cases to business tools through APIs and automation.

n8n & Make integration

Connect triggers, business rules, data transformations, and notifications. Design for exceptions, repeated events, and handoffs as well as the happy path.

Private & modular AI

Explore local models with Ollama alongside external AI services. Choose architecture around data requirements, capability, operational effort, and cost.

Real-time voice products

HeroCall Kids explores educational character conversations using OpenAI Realtime, with development focused on voice interaction and a provider-agnostic architecture.

HOW I APPROACH THE WORK

Useful before complicated.

01

Define the task

Identify the user, the source information, and the decision or action the workflow supports.

02

Build a bounded pilot

Connect only the required systems. Keep sensitive access scoped and consequential actions reviewable.

03

Validate & hand over

Evaluate real examples, document limitations, and agree how the team will operate and maintain it.

AI expertise, backed by systems experience.

My infrastructure and service-operations background helps connect an AI idea to its operational dependencies. The goal is a workflow people can understand, use, and maintain.

Independent consulting. References to ChatGPT and OpenAI describe technologies; they do not imply partnership or endorsement.

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