The Math
Headcount Cost vs Agent Cost
Manual department
$3,500-$6,000+
per month per role
AI-enabled department
Fraction of the cost
24/7 output, no headcount increase
Your company runs on departments. Each one has a hard ceiling, defined by how many hours humans can work and how many errors they can avoid.
AI enablement installs agents that work inside those departments permanently. Same headcount. 10x output. Typical savings start at $6,000+ per department per month.
Which department do you want to supercharge first? That's where we start.
Department Agents
AI Agents That Live In Your Business
Each agent is built, installed, and calibrated for a specific department. Your team owns the system permanently.
Finance & Accounting
Eliminate manual entry. Surface anomalies. Compress reporting from days to minutes.
Extracts, validates, and routes invoices automatically. 15-20 hrs/week of manual entry reduced to 2-3 hrs of exception review.
Pulls multi-source data, generates weekly reports with variance analysis. 2-day process → 30 minutes.
Flags anomalies, duplicate charges, and policy violations. Catches what fatigued humans miss.
How It Works
Clear timeline. Clear expectations.
Diagnostic call
We review your departments, workflows, and bottlenecks in a 30-minute call.
Department map + ROI ranking
We identify where AI agents save the most time and money, ranked by impact.
First agent live in weeks
We build, install, and train your team. Then we optimize weekly until the output is predictable.
We optimize weekly until output is predictable.
The Gap
This Is a Category Difference.
This is a category difference. The numbers above show it.
Who Builds This
Built by an operator.
Deployed hands-on.
Hady Wu is a mechanical engineer turned systems operator. He builds and deploys AI agents hands-on. The same systems he sells. You get an installed, working system that your team owns.
“Built by an operator who installs these systems. You get working, fully functional agents.”
