Build skills on the activity graph.
Today, skills are built with Dataken engineering — tailored to how your company’s stack is wired. The self-serve Skills API is on early access. Everything described here is real architecture, not a roadmap.
What a skill looks like.
The activity-graph signal schema
Every activity record is a structured tuple: timestamp, application, window title, dwell duration, detected content type. Skills subscribe to patterns in this stream — not raw events, but recognized work contexts.
{
"timestamp": "2026-04-07T14:32:00Z",
"application": "Microsoft Excel",
"window_title": "Q1 Department Timesheet.xlsx",
"dwell_seconds": 762,
"content_type": "spreadsheet/timesheet",
"friction_signals": []
}The rules registry
Per-tenant configuration that defines what OLi looks for and what it offers. A healthcare company’s registry recognizes EHR workflows. An insurance company’s recognizes claims processing. Same agent, different context, different actions. The registry is what makes OLi’s per-tenant customization a positioning strength rather than an apology.
Trigger declarations
A skill declares its trigger as a pattern match against the activity stream. When the pattern fires, OLi presents the skill to the user as a toast action. The user approves or dismisses. If approved, the skill executes with the JIT activity-context payload — the current and recent activity records that made the trigger fire.
What a skill must implement
A trigger declaration, an action handler that receives the activity-context payload, and a result callback. That is it. The heavy lifting — capture, recognition, consent, inference — is handled by the platform.
Skills you can build.
Summarize an email thread
Generic skill. OLi sees an email thread from a manager, offers to summarize all emails on the topic. Works across tenants. Internal beta.
Check & Record Insurance Eligibility
Tenant-custom skill. OLi sees a patient eligibility view in the EHR, offers to scrape payer details and route them into Epic or Meditech. Per-tenant. Internal beta.
Build SOWs from a timesheet
Tenant-custom skill. OLi sees a department timesheet spreadsheet, offers to build SOWs from the entries and send via Zoho Sign. Integrates with HubSpot for entry sourcing. Per-tenant. Internal beta.
Get early access.
The self-serve Skills API is coming. Leave your email and we’ll let you know when it ships.
No spam. One email when the API opens.