Agents trained on your top talent,
Available to your whole team.
We build custom agents from your workflows, running inside your environment and under your control.
The Problem
Generic AI doesn't know how your business works
Most companies operate blind on their own operations. Not because the data doesn't exist, but because surfacing it has always been out of reach.
Off-the-shelf agents fail in practice
Tools like Microsoft Copilot and Salesforce Einstein are trained on generic data. They don't know your internal tools, your approval logic, or how your team actually gets work done.
RPA breaks when reality doesn't match the script
Traditional automation scripts what should happen. But when a screen changes, an exception appears, or a workflow varies, it breaks. Our agents are optimized for versatility and coverage.
Orchestration platforms don't actually learn
Agent frameworks like CrewAI and Beam coordinate workflows, but they don't capture how your team works. You're left building agents from scratch without your institutional knowledge.
How It Works
We collect your workflows, train a custom agent, and hand it back to you
Capture
We deploy a lightweight passive recorder into your environment. It runs invisibly in the background, capturing how your team works across every tool and workflow. No behavior change required from your staff.
Train
We use your real workflow data to fine-tune a custom vision-language model that understands your specific tools, rules, and processes. The agent learns from demonstrations of your best people, not from generic internet data.
Deploy
We deliver the agent into your own cloud environment - your VPC, your infrastructure, your data. It integrates with the tools your team already uses and runs autonomously with a human-in-the-loop safety layer you control.
What Sets Us Apart
Built for teams doing high-volume, high-stakes knowledge work
No integrations. No consultants. No guesswork.
Financial Services
Invoice processing, GL coding, and reconciliation end-to-end.
Healthcare Operations
Automate prior authorization, billing intake, and patient record updates across your EHR — with full HIPAA-compliant audit trails.
Insurance
Claims processing, underwriting support, and policy administration with compliance built in.
Supply Chain
Order exceptions, freight booking, and carrier coordination.
Legal & Professional Services
Contract intake, time entry, and document assembly.
Customer Operations
Ticket routing, response drafting, and escalation handling.
Back Office Administration
Data entry, document processing, report generation, and compliance workflows across any enterprise system.
Your data never leaves your environment
Security and data ownership are built into every layer. We deploy to your infrastructure — you keep complete control.
Full data ownership
Your workflow data is collected and stored entirely within your cloud account.
VPC deployment
Agents run inference inside your VPC on your compute infrastructure.
Automatic PII filtering
Sensitive information is automatically redacted from captured workflows before storage.
Opt-in recording
Employees control when they record. No background surveillance, ever.
Enterprise SSO
Uses your existing identity infrastructure - we never touch passwords.
How we work together
Choose the engagement model that fits your organization's needs.
Pilot
Validate ROI with a single workflow
- Up to 10 recorder seats
- 1,000 tasks processed/month
- Shared cloud infrastructure
- 60-day deployment timeline
- Fixed project fee
Production
Scale across your operations
- Up to 50 recorder seats
- 10,000 tasks processed/month
- Dedicated cloud instance
- Continuous model retraining
- Usage-based pricing
Enterprise
Unlimited scale, full control
- Unlimited recorder seats
- Unlimited task volume
- On-premise or private cloud
- Custom model architecture
- Custom SLAs & support
Ready to capture your team's expertise and scale it across your company?
If you're exploring automation in operations-heavy workflows, let's talk.
