Bringing AI operations to your business

We help businesses deploy practical AI, automation, and custom systems that reduce labor, improve customer service, and increase profitability. No buzzwords — just results.

Free

Consult

A conversation to understand your business and where AI or automation can help. No commitment, no pitch — just an honest assessment.

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Advisory

Ongoing strategic guidance. I help you evaluate tools, plan rollouts, and make smart technology decisions without hiring a full-time expert.

Engaged

Hands-on building. Custom software, system integrations, and AI workflows — designed, built, and delivered for your business.

"It's awesome. So easy — thank you for connecting all these systems and making it functional right away!"
"Your method is honestly simple and practical — and can be applied to any system."
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Colleen Cooper

Business Analyst

IT Staffing Firm 2026 - Present

AI Solutions Consultant

Engaged by the owner to automate the back office. Built the resume parsing and tailoring pipeline now in daily production use by their recruiters — LLM extraction validated against a golden set, with an evaluation harness gating every release. Trained their recruiting and sales teams on AI best practices to drive adoption, and am building an MCP server connecting their applicant tracking system directly to their AI tooling.

Tax Credit Firm 2023 - Aug 2026

Business Consultant & Systems Architect

Embedded with the owner through rapid growth: 130 to 700+ customers and 6x revenue. Built the automated government-form pipeline that removed the company's biggest bottleneck — about an hour of manual entry eliminated per customer, with penny-level precision on compliance forms. Then unified four disconnected systems into one CRM with invoicing and communications built in, with an LLM reading every inbound email, judging the account state, and drafting the next touch for human approval. Monthly collections rose roughly 10x. Engagement closed on schedule with the systems still running — and the owner still collecting on them — without me in the loop.

Proprietary Trading Firm Oct 2025 - Present

Data & Analytics Consultant

Support trading teams with ~15 web apps, dashboards, and data pipelines — trade logging, alerting, and chart research tools that grew from simple pages into full UIs with LLMs integrated. Built on complex multi-server data pipelines. Compensated on a share of trading profits.

Immigration Law Firms 2026

Product Design & Development

Designed and built a document-intake and form-automation platform: client portal with private document vaults, LLM-driven intake, automated government form filling, and print-ready filing packets. Architected local-first so sensitive client data never leaves the firm's own servers.

Independent Authors 2024 - 2026

Digital Marketing Consultant

End-to-end Amazon publishing analytics. Automated keyword research, competitive analysis, ranking pipelines, and reporting dashboards guiding advertising and go-to-market decisions.

Production AI Systems Ongoing

Built & Operated In-House

A voice-driven development interface on Claude — about 90% of all development now happens by voice across 60+ projects. A remote operations console controlling ~25 self-hosted servers from a phone, anywhere in the world. An LLM orchestration hub routing web, voice, telephony, and messaging through a single agent layer. Deployed on AWS where it belongs — Bedrock, Lambda, API Gateway, S3, DynamoDB, and a gated release pipeline — and self-hosted where that is the better answer.

Patrick Conway

Patrick Conway

Patrick founded Conway Ops after nine years as a quantitative analyst at a proprietary trading firm, where he built 100+ machine learning models and was paid purely on their performance. He builds and deploys production LLM systems daily — voice agents, automation pipelines, and AI-integrated web apps — with a track record of turning messy, manual processes into automated, scalable operations.

BS in Electrical Engineering, Cleveland State University. Based in Cleveland, OH.