AI solutions for Malaysian businesses

Our Services

AI Integration
Solutions

Three focused services designed to move your organisation forward with AI — each one collaborative, contextual, and built for the Malaysian business environment.

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How We Work

Our Approach to AI Integration

Every engagement begins with discovery — understanding your data landscape, your team's readiness, and the specific decision problems you want AI to help address. We don't start with technology; we start with context.

From there, we move through scoping, design, delivery, and handover in structured phases. Each phase has defined outputs, and we communicate clearly throughout so you always know where things stand.

Discovery

Understand your data, goals, and team capacity before any solution is proposed.

Design

Co-create a solution approach aligned with your environment and constraints.

Delivery

Execute with milestones, progress updates, and your team actively involved.

Handover

Comprehensive documentation, training, and a post-engagement check-in.

Service 01

Sentiment Analysis Implementation

From RM 660 per engagement

Technical consulting and deployment support for building sentiment analysis capabilities into your customer feedback, social media monitoring, or employee engagement processes. The service covers data collection strategy, model selection and fine-tuning, integration with existing analytics platforms, and result interpretation training for end users.

Key Benefits

  • Understand customer sentiment at scale without manual review
  • Identify issues and opportunities embedded in unstructured feedback
  • Multilingual NLP capability covering BM, English, and Mandarin
  • Integration with your existing analytics tools and dashboards
  • End-user training so your team can interpret and act on results

Delivery Process

1

Data audit and collection strategy

Review existing data sources and define what additional collection is needed

2

Model selection and configuration

Select and fine-tune the most appropriate model for your language and use case

3

Platform integration

Connect sentiment outputs to your analytics environment

4

Training and handover

Equip your team to interpret results and maintain the system

Typical timeline: 4–8 weeks

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Sentiment analysis implementation

Well Suited For

  • Customer experience and CX teams
  • HR and employee engagement functions
  • Brand and social media management teams
  • Retail, hospitality, and financial services organisations
AI change management coaching

Well Suited For

  • Department heads overseeing AI rollouts
  • Team leads managing resistant or anxious staff
  • HR leaders supporting organisation-wide AI adoption
  • Senior managers new to leading technology transitions
Service 02

AI Change Management Coaching

From RM 1,780 per engagement

One-on-one and group coaching for managers and team leads who are responsible for guiding their departments through AI-related changes. The coaching covers communication strategies, resistance management, milestone planning, and team motivation techniques specific to technology transitions. Sessions are tailored to each leader's context and delivered over a structured engagement period.

Key Benefits

  • Equip leaders to communicate AI changes with confidence and clarity
  • Reduce team resistance by addressing concerns constructively
  • Build internal capability for managing future technology transitions
  • Culturally sensitive approach tailored to the Malaysian workplace
  • Flexible format: individual or group coaching sessions available

Coaching Programme Structure

1

Leader assessment and context mapping

Understand each leader's situation, team dynamics, and specific AI change context

2

Communication and framing sessions

Develop language and narratives that work for your team

3

Resistance management and milestone planning

Practical tools for managing objections and tracking adoption progress

4

Review and sustainability planning

Consolidate what worked and plan for ongoing self-led change management

Typical timeline: 6–12 weeks

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Service 03

Recommendation Engine Design

From RM 3,600 per engagement

End-to-end consulting for designing and implementing recommendation systems suited to your business model. Whether for product suggestions, content curation, or resource matching, the service covers algorithm selection, data requirements, A/B testing frameworks, and performance benchmarking. Delivered collaboratively with your product and engineering teams to ensure alignment with user experience goals.

Key Benefits

  • Personalise experiences for users based on their actual behaviour
  • Increase relevance of product or content surfaces without manual curation
  • A/B testing framework to measure and iterate on recommendation performance
  • Delivered alongside your product and engineering teams
  • Algorithm selection matched to your data availability and business model

Design and Delivery Process

1

Business model and data requirements analysis

Define what you want to recommend, to whom, and based on what signals

2

Algorithm selection and system architecture

Design the technical approach that fits your data scale and infrastructure

3

Prototype development and A/B testing setup

Build, test, and measure before full rollout

4

Performance benchmarking and handover

Document baseline performance and equip your team to iterate independently

Typical timeline: 8–14 weeks

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Recommendation engine design

Well Suited For

  • E-commerce platforms with product catalogues
  • Content platforms and digital publishers
  • Learning management systems and edtech platforms
  • Marketplaces and service matching platforms

Choosing a Service

Which Solution Fits Your Needs?

A quick reference to help you think through which service is most relevant to your current situation.

Your situation... Sentiment
Analysis
Change Mgmt
Coaching
Recommendation
Engine
You have large volumes of customer or employee feedback to analyse
Your managers are struggling to lead their teams through AI-related changes
You want to personalise content or product recommendations for users
You are managing an AI rollout and need both technical and human support
Your team handles multilingual data (BM, English, Mandarin)
You are at the beginning of your AI journey and unsure where to start

Not sure which applies? Contact us — we're happy to discuss your situation before you commit to anything.

Shared Across All Services

Professional Standards

PDPA-Aligned Data Handling

All engagements are conducted in line with Malaysia's Personal Data Protection Act, with documented data flow records for every project.

Responsible AI Principles

Fairness, bias review, and explainability are considered standard elements of every technical design, not optional additions.

Documented Scope and Deliverables

Every engagement begins with written documentation of scope, timeline, deliverables, and pricing. No verbal-only agreements.

Accessible Support

Clients can reach their consultant directly by phone and email during working hours throughout the engagement — not through a ticketing system.

Comprehensive Handover

All engagements conclude with written documentation, user guides where relevant, and a post-engagement check-in session.

Confidentiality Provisions

Client and project information is handled with strict confidentiality. Non-disclosure agreements are available for all engagements on request.

Explore What Might Fit Your Organisation

Reach out and we can talk through your current situation to identify which service — if any — makes sense for where you are right now.

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