Vibe Coding is not a plan.
Here's what a real AI process looks like.
Our edge is not a single tool. It is a method: find the bottleneck in how work actually gets done, and put an AI agent exactly there. Twenty years of shipping enterprise software, now with AI slotted where it moves the needle, and nowhere it doesn't.
We don't invent systems. We find the bottleneck and put AI on it.
No moonshot rebuilds. No AI for its own sake. Just four questions we ask of every workflow that slows a team down.
Map what the human does
Before automating anything, we document what a person actually does to finish the process, step by step. No guesswork, no reinventing a system that already works.
Find the parts an agent can do
We identify which of those steps an AI agent can handle well today, and which still belong to a human. Drawing that line honestly is the whole game.
Integrate the agent effectively
We wire the agent into the existing workflow so it fits how your team already works, with human-in-the-loop checkpoints exactly where they earn their keep.
Weigh AI cost vs human cost
Every step has to pay for itself. We weigh the cost of the AI agent against the cost of a human doing the work, so automation only lands where it actually wins.
The method, applied to our own work
We didn't theorize this. We ran it on our own bottlenecks first, in the software development lifecycle we live in every day.
Code Review
The bottleneck: code review is critical, but it waits on a human to read every change and respond, delaying every release.
What we built: an orchestrator that spawns up to five review agents, each with its own target, perfected across eight different models. A super code-review orchestration system that catches more, faster, with no human bottleneck on every diff.
Plan Review
The bottleneck: you invest upfront to set the agent on the right course, it produces a plan, you spend 30 minutes reviewing it, find issues, it corrects, and now you have to reread the whole thing again.
What we built: an adversarial agent, tuned to find weaknesses in a plan, that takes the first pass before you read a word. It clears the low-hanging fruit, then you review its edits. By your third or fourth plan you trust it, and it saves one to two hours per plan.
Where's the bottleneck in your workflow?
Point us at the process that slows your team down. We'll show you where AI belongs, and just as importantly, where it doesn't.