Built for every day, not the demo
Engineered against your live edge cases: instrumented, monitored, and tested in the environment where it will run — with the people who will run it.
01 Enterprise agent development
Reliable AI agents, delivered into day-to-day production.
AOTC AI builds AI agents for enterprises — and takes responsibility for the last mile. Forward-deployed engineering teams, paired with experts from your industry, capture the knowledge your operation actually runs on and engineer it into agents that hold up in daily use. One engagement, one price. You own the result.
02 What we do
Agents that survive contact with real operations.
Most enterprise AI stalls between the demo and the daily routine. Our work starts where that gap opens.
Production-grade
Latent knowledge
Your operation's unwritten rules
Production depends on judgment that never made it into documentation. Surfacing that latent knowledge is the core of our method — and the reason the agents fit.
One-time cost
You own what we build
A defined engagement at a competitive one-time cost. No per-seat licenses, no platform rent, no meter running on your own workflow.
03 How we work
A forward-deployed model. We come to the work.
Each engagement fields a customizable FDE team with industry experts — sized to the problem, embedded in your operation.
01
Embed
The team works inside your operation to learn how the work actually gets done — the exceptions, the workarounds, the judgment calls that live only in your people's heads.
02
Build
We design the agent around that knowledge and integrate it with your existing systems and data, validating every behavior with the operators who do the job today.
03
Deliver
The agent enters daily production with the monitoring, fallbacks, and reliability engineering to stay there — handed over, documented, and owned by you.
04 Why it works
Enterprise production runs on latent knowledge — the thousand small decisions documentation never captured. Software that ignores it gets abandoned. We build on it.
05 Who we are
Built by people who run production systems.
AOTC AI was founded by quantitative traders from top-tier hedge funds and machine learning engineers trained at CMU and MIT. We come from environments where automated systems run unattended against live markets — and where a silent failure costs real money. That production discipline is what we bring to your operation.
06 Start free
Free 45-minute workflow diagnostic.
Bring one workflow — what runs every day, who runs it, where it strains. We map it live, locate where the latent knowledge sits, and tell you honestly whether an agent fits. No deck, no obligation.