Why Now
Four forces converging.
For the first time, the value of automating human-only software exceeds the cost of building real execution infrastructure. That crossover just happened.
AI crossed the planning threshold
Models can now reliably plan multi-step procedures, reason over UI state, decompose human tasks, and retry intelligently. But they have nowhere to execute those plans.
Software stagnation is permanent
The world’s software runs on legacy web apps, vendor portals, and government systems. APIs won’t appear. Vendors don’t want to expose them. The incentives are structurally misaligned.
Human labor costs are untenable
Companies pay humans, offshore teams, and BPOs to click through software. Costs are rising. Hiring is harder. Management overhead is growing. What used to be too expensive to automate now isn’t.
Infrastructure made this feasible
Five years ago this required full VMs, scarce GPUs, and primitive scheduling. Today, container-like isolation, GPU virtualization, and bursty cloud economics make a different architecture viable.
AI can finally reason through human workflows, but the world's software still only understands humans. That execution gap is the bottleneck, and it only became obvious once AI planning started working.
Built For
Operations teams who pay humans to click.
We serve the organizations running critical workflows inside third-party software with no APIs. Places where humans already do the work, failure is tolerated, throughput matters, and vendors won't integrate.
Insurance Servicing
Claims processing across legacy carrier portals
Healthcare Admin
Patient intake, EHR updates, compliance forms
Banking Operations
Transaction reconciliation in back-office systems
Government Portals
Regulatory filings and permit applications
Logistics & Supply Chain
Carrier portals, customs, freight management
ERP Frontends
Data entry and sync across enterprise systems
Clarity
What we are. What we are not.
- →A compatibility layer for human-only software
- →An execution runtime for AI agent workflows
- →Infrastructure for operations teams
- →The missing layer between AI and legacy systems
- ×A scraping tool or data extraction service
- ×A Playwright or Selenium replacement
- ×A general-purpose web agent platform
- ×A bot framework or stealth toolkit
The execution gap
won't close itself.
We're building the infrastructure that makes human-designed software programmable, similar to how APIs made machine-designed software usable.
We're working with early design partners now.