Org and roles

We start with the high-frequency, standardized tasks in front-line roles, then take over cross-department workflow steps one by one. A configured workflow can be copied to other roles, every step is logged, and you can add roles when volume grows.

What can be handed over first, and how much of it

Role Tasks to automate first Share of workload (est.)
Sales support / assistantLead cleanup and entry, order follow-up, contract filing, sales reports50%–80%
E-commerce operations assistantListing and delisting, order processing, shipment tracking, campaign reports50%–80%
HR / recruiting coordinatorResume screening, interview scheduling, onboarding handoffs, attendance40%–70%
Finance: cashier / AR & APInvoice entry, expense pre-review, reconciliation reminders, draft reports40%–70%
Customer supportFAQs, ticket routing, follow-up calls, satisfaction surveys60%–90%
Office administratorAnnouncements, meeting scheduling, purchase requests, document filing50%–80%

How we take over a role

  1. Break down the workflow: split the role's actions into triggers, execution rules, decision points, outputs and filing paths.
  2. Configure it low-code: set those actions up as an executable process in the workflow builder.
  3. Connect the systems: link CRM, ERP, OA, IM and finance systems so data moves between them automatically.
  4. Run and iterate: it runs 24/7 with a full log, the rules are adjusted once a week, and the automated share grows over time.

Compared with hiring more people

When growth comes from hiring, cost rises in step with scale. If the standardizable parts of a role become AI workflows, you configure them once and reuse them, and unit cost drops as volume grows. Your team still makes the judgment calls and does the creative work. AI takes the repetitive work, so people can spend their time on decisions, ideas and customer relationships.

Typical deployments

We suggest piloting one or two high-frequency roles first. Once the workflow runs and the gains are measured, copy it to other departments. That keeps risk low and shows results quickly.

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