Kantatorn Tardthong
Transformation Centre of ExcellenceIntelligent automation / Opportunity assessment

Automation discovery
& prioritization.

Where is automation worth the effort?

Understand how work happens. Find the manual effort. Decide which opportunities deserve investment.

Explore the framework
The experience behind the approach

I led an automation engagement for an insurance company, supervising two colleagues. Over several weeks, we worked with business teams to review approximately 120 processes and build an automation opportunity library.

One method, two industry examples

The insurance assessment illustrates the approach used during the engagement. Supply chain shows how I would apply the same framework in another operating environment. Both interactive assessments use fictional processes and figures.

01 / The shared approach

Five steps to a considered shortlist.

A repeatable way to turn operational pain points into an investment discussion. Select a step to explore what it establishes.

Where does the team's time actually go?

Work with the people performing the process. Separate hands-on work from waiting, capture demand and exceptions, and understand the pain points before proposing a solution.

Working output

Current process map and effort baseline

02 / Apply the framework

Same questions. Different work.

More time for the cases that need judgment.

An illustrative insurance operations team handles policy changes, claims intake and reconciliations. Which activities could release capacity without removing necessary judgment?

Informed by my insurance discovery experience. Processes, figures and recommendations below are fictional examples.

Opportunity inventoryFictional assumptions · monthly volumes

Scroll the table horizontally to compare all columns

Four illustrative insurance opportunities. Select an opportunity to inspect its suitability and assumptions.
Process / activityCases / monthManual min / casePotential h / monthBuild effortInitial recommendation
8,000656070% less handling5 weeksPilot candidate
4,2001246255% less handling8 weeksValidate first
20,0001.540080% less handling7 weeksPilot candidate
1,8003018020% less handling15 weeksRedesign first

Potential capacity = volume × manual minutes per case × assumed handling reduction ÷ 60. Build weeks are illustrative effort estimates, not delivery commitments.

03 / Compare the opportunities

Benefit matters. Readiness changes the decision.

Select a point or a process above to inspect the reasoning. The matrix shows potential handling time released against build effort. Suitability checks sit alongside it.

Capacity potential vs. build effortPotential hours released / month

Indicative build effort

  • Pilot candidate
  • Validate first
  • Redesign first

A promising position is a starting point for discussion. Input quality, controls and exception handling can change the recommendation.

Opportunity 01Pilot candidate

Policy data updates

Rekey approved policy changes across two systems.

560h / month

potential handling time released
from 800 manual hours / month

10% · more manual work90% · less manual work

Released time is a capacity estimate. Cash savings require a separate plan for how the capacity will be used. Changing this assumption does not resolve suitability checks.

Inside opportunity 01

The process behind the estimate

  1. 01

    Approved request

  2. 02

    Check required fields

  3. 03

    Update policy systems

  4. 04

    Log result / route exceptions

Rules

Defined in example

Approved changes follow a defined field mapping. Coverage decisions stay with the policy owner.

Inputs

Defined in example

Requests use a structured form with mandatory fields.

Systems

Confirm before build

Confirm service-account permissions and test both applications' update behaviour.

Exceptions

Defined in example

Missing data and mismatched records return to a named operations queue.

Assessment recommendation

Pilot candidate

Take a narrow set of approved policy changes into pilot assessment. The rules and inputs are consistent, with a defined route for exceptions.

Evidence needed next

Time a representative sample, confirm access with IT, and test duplicate requests, failed updates and audit logging before approving the build.

Less rekeying may improve consistency between policy systems. Check error and rework rates during the pilot.

04 / The CoE connection

An assessment becomes a delivery decision.

A Transformation CoE can apply the same intake criteria across teams, maintain a shared backlog and make the evidence behind each investment visible.

Prioritized backlog

Opportunity scope, process owner, assumptions and unresolved dependencies.

Pilot approval

Agreed success measures, controls and a bounded scope for testing.

Delivery & adoption

Business and IT owners confirm testing, exception handling and support.

Benefits review

Compare actual handling time, quality and operating cost with the baseline.

The insurance engagement account describes my role in discovery, pilot delivery and knowledge transfer. The interactive assessments use fictional processes and estimates, and do not report the pilot's results or realized savings. The assessment method draws on the 2017 RPA evaluation material.