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SERVICE · AGENTIC WORKFLOW

AI workflows with human control

Automate defined steps between your systems. Keep approval, exceptions and decision authority with the right people.

People own the risky decisions
Supervised
Every run can be reviewed
Logged
Rollout can be narrowed quickly
Reversible

Brands the team has shipped for over 15 years

Digital products and AI integration cases
Shipping digital products
15+ yrs
Brands served
300+
Projects delivered
600+
Senior team, close to the work
Taipei

Shorten the waiting between steps

An agentic workflow uses AI agents and tools to carry out defined steps in a process. A supervised implementation specifies allowed actions, human approvals, exception handling and execution records. The scope grows only after the workflow passes agreed evaluation criteria.

Many processes spend more time waiting for information or approval than doing the work. We map one workflow, its rules and its exceptions before deciding which steps an agent should handle.

The agent uses approved tools under scoped permissions. Human review, execution records and a route back to manual handling are part of the design. A limited rollout tests the workflow before its scope grows.

Capabilities

Defined automation boundaries
Specify allowed actions, approval thresholds, missing-data handling and stop conditions.
Human review and escalation
Send exceptions to a named reviewer with the relevant evidence and action history.
Execution records
Record inputs, tool calls, outputs and review decisions so the team can investigate a run.
Existing-system integration
Connect approved ERP, CRM, ticketing and messaging interfaces, with retry and failure handling.

Use cases

Refund preparation and review
Check order and shipping information against policy, prepare the response and route approvals or exceptions.
Invoice matching
Compare invoices, purchase orders and receipts; send mismatches to procurement or finance.
Delivery exception triage
Gather shipment information, propose the permitted next action and send unresolved cases to dispatch.

Delivery cadence

  1. 01

    01 · SCOPE

    Map the decisions

    Define rules, exceptions, reviewers, permissions and acceptance criteria for one workflow.

  2. 02

    02 · BUILD

    Connect tools and controls

    Build the workflow and execution record, then test normal cases and failures using representative data.

  3. 03

    03 · PILOT

    Start with supervision

    Run a limited scope with human review and a tested path back to manual handling.

  4. 04

    04 · OPERATE

    Expand against evidence

    Review completion, exceptions, errors and cycle time before widening the automation scope.

FAQ

What happens when the agent makes an error?

Define detection, stop conditions and recovery before launch. Execution records support investigation; reviewers can pause automation and return the work to manual handling.

Who is accountable for a decision?

The workflow has named business and operating owners. Approval rules and records show which actions were automated and which were reviewed; responsibility is agreed as part of the delivery scope.

Do we need to replace our current systems?

We first assess available interfaces and permissions. Where supported, the workflow connects to existing systems; required changes are stated in the scope.

How much autonomy do we have to allow?

Start with the actions your team approves. Automation boundaries, review thresholds and stop conditions are agreed before a supervised rollout.

SCOPE · CHOOSING THE APPROACH

When should a workflow use an agent or fixed rules?

Fixed rules suit predictable inputs and actions. Agents may help interpret variable content, but still need tested boundaries. Many workflows use both.

Fixed-rule automation

Supervised agent workflow

Inputs

Defined fields and repeatable steps

Variable text or documents within a bounded task

Decisions

Explicit rules determine the path

Model-assisted interpretation with approval and stop rules

Failures

Test retries, exception routing and recovery

Test model errors, tool failures, escalation and recovery

Evaluation

Check execution and business-rule correctness

Also check content interpretation and action suitability

START HERE

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  • Start with one real workflow
  • A senior delivery team reviews the enquiry
  • We will say if AI is not useful
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