What is applied AI? A practitioner's definition.
The line between "AI" and "applied AI" is the difference between a demo and a workflow that someone is responsible for. Here is how we draw it.
Optimize a workflow with AI, build an AI product, or get your team AI-ready — all backed by fifteen years of enterprise transformation and custom delivery, across every industry.
We don't hand you a strategy and leave — we stay in the work. Every engagement is led by senior practitioners, scoped to an outcome you can name, and delivered in production-ready form.
Two AI products in production — Pengwin and A3PO — and fifteen years of enterprise transformation. Proof that the strategy and the build come from the same room. These are ours; we build the same way for you.
Six ways to start. Each one is a real engagement we have run — with a fixed window, a named outcome, and a single point of accountability.
I've spent my career inside enterprise transformation work — $8B+ global eCommerce programs, regulated quote-to-cash workflows, renewals systems that touch every customer. The teams that win are the teams where strategy and build are the same conversation.
Innovution is a boutique on purpose. Every engagement is led directly by me — and delivered with a senior bench of practitioners and technical partners who have already shipped this kind of work. No pyramids. No handoffs to people you haven't met.
If you're trying to move from an AI deck to an AI workflow that earns its keep — let's talk.
The line between "AI" and "applied AI" is the difference between a demo and a workflow that someone is responsible for. Here is how we draw it.
Retrieval-augmented generation in plain language: what it is, what it isn't, and the three failure modes we see most often in enterprise builds.
Why "human review" is not a checkbox — and how to design review points that catch the work that matters without strangling throughput.