An agent watches how your team actually works. It turns the repetitive parts into certified skills, keeps them working as your tools change, and lets you test changes on a simulation before they reach production.
Capture the work. Rebuild it as an agent. Run it in simulation. Check it against reality. Similarity is how much the twin and the real work overlap. The more they overlap, the more you can trust it.
An agent watches the real work across every tool. It records actions, not just screenshots.
The repetitive parts become a skill you can reuse, inspect, and move anywhere.
Test process changes and practice on simulated customers before anything reaches production.
Measure how often the skill agrees with reality. That score is how you trust it.
See what’s slow and repetitive. Every process in one place, each with a readiness state and a clear answer: can you automate this?
Certification is that agreement score turned into a credential. We build it from real runs, not a description. It’s the word your COO, IT, and legal team need to hear.
Try it. Change the underlying tools and watch the certification stand down. →
When your best operator quits, their judgment doesn’t walk out the door.
The library holds every certified skill: your system of record and your memory. Each skill is captured judgment, kept and versioned, ready to run long after the person who taught it has gone.
| Alternative | What they do | What we do that they can’t |
|---|---|---|
| Celonis process mining | See bottlenecks from clean ERP logs | See the real work across tools, then automate, certify, and simulate it |
| UiPath RPA | Automate brittle, rules-based tasks | Skills grounded in real runs, plus discovery, certification, and drift repair |
| Zapier / Workato iPaaS | Automate what you already specced | Tell you what to automate and whether it’s ready |
| Big 4 consultants | Assess, deliver a slide deck | The assessment and the working automation are the same thing |
| Raw Claude / Codex computer use | Author a skill or do a one-shot task | The certified, maintained library built around your company |
| Microsoft Copilot the real threat | A generic agent on the MS estate | We work across tools, go deeper on certification, and stay model-agnostic |
Someone sees. Someone automates. Almost no one certifies. Certification and outcome checks make each customer’s library their own.
Structure syncs. Raw pixels stay on the device, in an encrypted local store. No plaintext, no screenshots sent to a server.
It spots sensitive screens like passwords, banking, and health portals, and pauses on its own. You also get a clear one-click pause.
Nothing goes live on an assessment alone. A skill runs beside the person and earns its certification first.
Sell certified, maintained skills. The library compounds for the customer, and the recurring revenue comes from the foundry and drift monitoring.
Become the standard for automations, like SOC 2 or a UL listing. Certify skills no matter who built them, and outlast any single tool. Switzerland for skills.
Certified skills running in production, per account.
When skills are live and stay certified, the loop is closed and the library compounds. The company becomes a system of record, not a smart toy.
We’re working hands-on with a first group of operations teams to deliver certified, maintained skills.