I turn messy business problems into clearer decisions and practical systems.

I'm Skyrit Lai. I work between business, operations, product, data, and technology — connecting business intent with the systems and workflows that carry it out.

A working philosophy
Business / DataDecisionProcess / SystemMeasure

01 / Selected Work

Ideas in practice.

01 / CRM · Operations · Customer ExperienceSelected case study

Designing Customer Lifecycle Systems

Connecting customer behavior, segmentation, and journey logic across activation, retention, and reactivation — with measurement informing the next action.

Read the case study

System model

  1. 01

    Customer state

  2. 02

    Behavior or event

  3. 03

    Segment

  4. 04

    Decision

  5. 05

    Journey or action

  6. 06

    Outcome

  7. 07

    Next state

02

Data · Analytics · Decision Support

Turning Data Into Operational Signals

Turning behavioral and operational data into signals teams can act on.

Read
03

Business Rules · Financial Systems · Architecture

Modeling Complex Financial Operations

Modeling transactions, settlements, and reversals while keeping balances and audit trails consistent.

Read
04

Infrastructure · Reliability · Operations

Making Production Changes Boring

Making releases observable, reversible, and predictable through a lean deployment workflow.

Read
View all work

Technology comes later.

  1. 01

    Understand

    Understand the business, users, constraints, incentives, and operating reality.

  2. 02

    Decide

    Identify the real problem and the decision or outcome that needs to improve.

  3. 03

    Design

    Choose the simplest useful intervention — process, product, data, automation, or software.

  4. 04

    Learn

    Measure what changed, challenge assumptions, and improve the next decision.

Don't digitize confusion. Understand it first.

I work across layers.

Business & Operations

Clarify requirements, responsibilities, and the way work flows through a business.

  • Problem Framing
  • Business Analysis
  • Process Design
  • Operating Models

Product & Automation

Shape product behavior and customer journeys across teams and touchpoints.

  • Product Thinking
  • Workflow Design
  • CRM
  • Lifecycle Systems
  • Automation

Data & Decision Support

Build measurement and analysis into everyday operational workflows.

  • KPI Design
  • Behavioral Analytics
  • Segmentation
  • Retention
  • Predictive Analytics

Software & Systems

Design and connect software that can be operated, maintained, and recovered.

  • System Design
  • APIs
  • Data Modeling
  • Backend Systems
  • Infrastructure

Thinking in public.

Featured note / Business & Technology

Why Good Technology Projects Start With Business Questions

On outcomes, constraints, and the questions worth asking before implementation.

Read note

Latest notes

Operations

Before Automating a Process, Ask Whether the Process Should Exist

Read
Data

A Dashboard Is Not a Decision System

Read
Systems

The Best System Architecture Often Begins Outside the System

Read
Browse all notes
Portrait of Skyrit Lai

Skyrit Lai

Business × Technology

I learned technology by building systems. I became more interested in why those systems should exist.

My background is technical: backend applications, databases, analytics, CRM, and operational software. Building them brought me closer to the people and processes they support.

Over time, my interest shifted toward the decisions behind those systems. I now work between the people who understand the business and the people who build the technology.

More about my approach →

Have an interesting problem?

Tell me what you're working through. I'd be glad to talk.