Overnight Engine works while you sleep.
Custom models, built for your workflows, clear the queue before you sit down.
AI that learns your business
AI that learns your business
Imagine if every time you used AI, it became smarter?
We do that.
The thesis is simple
We make custom AI models that do work and learn when they make a mistake.
What’s an Overnight Engine?
On-prem AI
A private AI system that automates knowledge work for highly regulated operations. It learns by doing the work and getting feedback. Not another assistant that answers questions — a system built around one operation, getting better with every correction.
Incoming
Deal_0482
01✓
File assembled
12 source documents reconciled02✓
Statements checked
Inconsistencies flagged03✓
Policy applied
4 exceptions surfaced04✓
Judgment queued
Waiting on the underwriter01
Private infrastructure, inside your business.
Private AI that works where your data already lives — and it gets better at the work.
02
Deployed around one operation.
We deploy workflow-specific AI inside your environment. Not a general assistant. One workflow, learned deeply.
03
Connected, complete, controlled.
It connects to the systems your teams already use, completes defined operational work, and keeps experts in control of every consequential decision.
The overnight loop.
You review like a manager.
Approve, reject, correct. Every call becomes a lesson — the same way a person would learn.
You AI becomes smarter.
Higher-quality work. Less time reviewing. More already done.
Then it runs again.Sharper than the night before.
Make it yours
Choose your industry.
Expense Reports
Receipt extract: Meal receipt exceeds policy limit.
Fix
Each correction trains the model.
- Authenticate your secure system.
- Wake up to work already done.
- Review work already done.
- Learn from review.
- Better tomorrow.
SCROLL TO RUN
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Works with your stack
Your applications. Your internal tools.
Slack and Salesforce if you want them. The ERP, the shared drive, and the custom API if that is what actually runs the business.
ApplicationsInternal tools
ERP
Custom API
On-prem
Work that used to wait.
Drag through the queues. Click a card for the overnight file, the exception desk, and what a pilot measures.
Flagship
Payment-ready overnight
Vendor match, three-way match, duplicates held for AP.
Finance
Clear expenses overnight
Policy-clean reports ready. Exceptions keep their controls.
Claims
Claims prepared overnight
Complete files for adjusters. Coverage stays with them.
Healthcare
Coding without the backlog
Pre-coded charts with citations. Coder still signs.
Research
Protocol-amendment review
Redlines and eTMF gaps. RA still files.
Credit
Cleaner underwriting files
Docs, DTI, exceptions. No credit recommendation.
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