Governed Engine
Classify, retrieve, draft, validate, gate, execute and trace. A controlled sequence from request to verified outcome.
One Arc Labs deploys AI Colleagues that carry operational work from request to verified outcome. They run on the One Arc Platform, our common governed platform, configured to your organisation’s rules, knowledge, systems and human decision points. DINA starts with HR Operations.
The real gap
Capable teams do not lose time because they lack skill. They lose time because repetitive operational work consumes the week.
AI Colleagues handle the repetitive execution layer, so your people can focus on decisions, exceptions, and higher-value work.
Operational and coordination work can consume roughly 60% of the average knowledge worker’s week. Source: Asana, 2023
See how it worksSalary certificate, employment letter, experience letter, or NOC
Manual workflow
Execution-time estimate based on a documented UAE retail HR letter SOP. Excludes human approval and any queue or transit time. Illustrative and conservative.
The platform stays common. Each organisation has an isolated environment configured to its own rules, knowledge, permissions and data.
Classify, retrieve, draft, validate, gate, execute and trace. A controlled sequence from request to verified outcome.
Process, Workflow and Knowledge Hubs define operating rules, states, approved knowledge and completion conditions.
Privacy, Accuracy and Security, enforced through the platform. Human Decision Gates preserve authority; Ledgers retain the evidence.
Permission-aware connections to enterprise systems and channels, with defined action scope, receipts and evidence requirements.
L1/L2/L3 knowledge, Document Intelligence and the Learning Loop. Scoped retrieval, cited sources and human-reviewed knowledge.
One common product, with an isolated environment for each organisation. Your knowledge, roles, workflows, permissions and data.
AI COLLEAGUE 01 / DINAA familiar face.Employee questions. Documents. Onboarding. Offboarding. DINA coordinates the work around your people, from the first request to the evidence that closes it.
Get to know DINAAn exit touches HR, IT, finance and more. See how DINA brings the moving parts into one coordinated journey.