Operational AI transformation
Rebuild how the business runs. We help you redesign workflows, tools, and team structure around AI, end to end. The right fit when you want a full reset.
Built on Claude.
We build on Anthropic's Claude because it is the most capable foundation for business-critical AI systems. Claude is the platform that makes the work we do possible.
Business has changed.
The shifts driving it:
- 01
AI is reshaping how decisions get made.
Research that took days now takes an hour. Synthesis that took a team now takes one person with the right tools. Companies that build that muscle make sharper calls, faster than the ones still doing it the old way.
- 02
Operational work that took departments now takes systems.
What was fifty hours of manual coordination becomes a workflow that runs unattended. Headcount stops being the only lever. Leverage compounds where it didn't before.
- 03
Off-the-shelf AI tools won't fit your business.
Generic copilots solve generic problems. The real leverage lives in custom systems wired to how you actually run: your data, your stack, your customers, your judgment.
- 04
AI without judgment is producing slop.
Most “AI-powered” offerings produce confident mistakes and miss what matters. The bar for taste, accuracy, and originality is rising, not falling.
- 05
The advantage compounds.
Every workflow you put under AI makes the next one easier. Companies that start now build a moat that companies waiting for the dust to settle won't be able to catch.
- 06
Implementation is the hard part.
The strategy slides are easy. Running real AI inside a real business (change management, integration, ops, security, training) is where most efforts fall apart.
There is no waiting this out.
Operators lead.
AI scales.
AI only delivers when it is deployed inside how the business actually runs. Tools alone fall short. We pair operator judgment with AI to redesign workflows, build production systems, and stay until the new model runs without you.
That's how we work:
- 01Operator judgment first. We have run the business, not just consulted to it. That difference shows up in every recommendation.
- 02AI extends what you can do, never replaces the judgment behind it. Speed and scale where it adds value. Human judgment where it matters.
- 03We build what runs in production, not what looks good in a slide. Custom integrations, agentic workflows, MCP servers. Shipped, monitored, and improving.
- 04Systems that compound. The infrastructure stays with you and gets smarter. Every workflow we automate makes the next one easier.
From strategy to production systems.
From understanding how your business runs to AI systems running inside it.
What that looks like in practice
- 01AI strategy and roadmap. Where AI creates real leverage in your business, sequenced by value and feasibility.
- 02Workflow audits and opportunity mapping. A clear picture of what's running today and where AI changes the economics.
- 03Custom AI systems and integrations. Built to fit your data, your stack, and how your team actually works.
- 04Agentic workflows. Systems that take action, not just answer questions. Production-grade with the right guardrails.
- 05MCP servers and API infrastructure. The connective tissue between AI and the tools, data, and systems your business already runs on.
- 06Revenue operations and CRM intelligence. AI woven into pipeline, forecasting, and the operating cadence behind the number.
- 07Knowledge systems and internal search. Your institutional knowledge made queryable. Answers, not document hunts.
- 08Operational analytics and decision support. Dashboards that surface the right question, and AI that helps answer it.
- 09Change management and team enablement. The hard part of AI is people. We train, coach, and stay until adoption sticks.
- 10Fractional AI leadership. Senior ownership of the transformation, embedded with your team for the duration.
How we work.
Implementation projects
Production infrastructure. Custom integrations, automation, and agentic workflows that connect your existing tools and run in production. The right fit when you have a specific problem to solve.
Fractional AI leadership
Embedded leadership through the transformation. We own the change and stay until the new model runs without us. The right fit when you need ongoing senior AI ownership.
Built for the leaders running and building the business.
We work with the people responsible for how the business runs and the technology that powers it. CEOs, founders, COOs, CTOs, VPs of Engineering, operating leaders, and senior revenue executives ready to put AI to work inside their business.
- 01They're accountable for outcomes, not just managing the budget
- 02They've seen what AI hype delivers and want real results
- 03They want a partner who builds and operates, not a vendor who pitches
- 04They're ready to use AI as leverage, with the judgment to do it right
Operators and builders.
Rooney.ai is an AI practice. We help leaders put AI to work inside real businesses.
Hands-on builders shipping production AI systems today: custom MCP servers, API infrastructure, and agentic workflows on Claude.
We're a team of solutions architects and operators with decades of combined experience running and building inside real businesses.
Most AI consultants come from engineering. We come from running businesses. That difference shows up in the work.
The case for working with us.
Experience that has been there before.
Decades of operator experience across CEO, COO, and revenue roles. We have run businesses, not just consulted to them. We know how operations actually break.
Production AI, not slideware.
Custom MCP servers, API infrastructure, agentic workflows running in production today. We build what we recommend.
Operator judgment, applied to AI.
We have spent years figuring out where AI accelerates the work, where it falls short, and where human judgment is non-negotiable. That experience shows up in everything we deliver.
Built for outcomes, not optics.
Every engagement is measured against what it delivers to the business. Real results, not AI theater.
Speed that levels the playing field.
AI and modern tech let us move at a pace traditional consultants cannot match. What took quarters takes weeks.
Quality, not slop.
We learn your business inside and out. AI is the leverage. Judgment is the constant.
Four steps to get going.
01
Connect.
A quick call to make sure we're a good fit. No pitch, no pressure.
02
Explore.
A deeper discovery to understand your goals and what success looks like.
03
Advise.
A recommended path forward and a preliminary plan.
04
Launch.
We kick off and get to work.
Let's talk.
Tell us a bit about what you're working on and we'll be in touch.
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No pitchNo pressure