AI Operations Audit

Turn scattered AI usage into AI-native operations.

We deploy AI agents on your real workflows, redesign how work is divided between people and machines, and prepare your team to run the result.

RM 87,677/yr
Annual waste identified, one client
1,320×
Faster than manual audit
10+
Organizations served

Programmes delivered for

  • Standard Chartered
  • Naza
  • MGB
  • ABB
  • Alam Flora
  • Zucca
  • MediaFunnel
  • ASEM
  • Monash University
  • Universiti Tunku Abdul Rahman
  • Institut Akauntan KTC
  • MediSavers
  • SuSciCoSuSciCo
  • MetaFin
  • OKX
  • Malaysia Inbound Chinese Association
  • Intel
The Problem

Why most AI adoption stalls.

Teams use AI randomly, knowledge stays trapped, ROI is unclear, and leaders don't know what to implement first. AI adoption is not a tool-training problem. It is a work-design problem.

  • 01
    No clear workflow.

    Teams use AI ad hoc, with no shared standard or process.

  • 02
    Trapped knowledge.

    Value sits stuck inside documents, inboxes, and people.

  • 03
    Unclear ROI.

    Companies don't know where AI creates real value vs. noise.

  • 04
    No starting point.

    Leaders want results but don't know what to build first.

Optional · Stay in the loop

Make AI useful in your everyday work.

Occasional practical tips, real workflow examples and new Groove programmes. No fixed schedule. Unsubscribe anytime.

How We Work

Build an AI-native operation.

We help companies move from ad hoc AI use to agents working inside real operations, through workflow automation, platform and API integrations, and team enablement. Three steps, scoped to your reality.

Step 01 · Discover
01

AI Operations Audit

Review current workflows, tools, bottlenecks, data, and team processes.

Step 02 · Design
02

System Blueprint & Recommendations

Identify high-value AI opportunities, the right stack, and an implementation roadmap.

Step 03 · Deliver
03

Build & Ongoing Support

Implement the right setup and refine adoption through projects or retainers.

Our Work

Production systems. Verified numbers.

Every metric below is from a live deployment. Real systems running real operations, not prototypes sitting in a deck.

Case Study

Digital Advertising Agency

Automated Google Ads audit across 5 accounts and 20+ campaigns. Placement analysis, waste detection, bulk exclusions, and operator training.

  • RM 38,634/yr validated savings (live, measured)
  • 796 placement exclusions deployed across 84,624+ placements
  • 22–57% CPC reduction across accounts
  • +83% conversions on newest account after cleanup
  • 37 reusable Python automations built (1,320× faster than manual)
  • Second operator trained and producing independently
Case Study

E-Commerce Brand

A TikTok Shop operation going AI-native: implementation and training running together. We build the automations on their live operations while their team learns to run and extend them.

  • TikTok Shop + Marketing API integrations: 17 live data scopes across orders, products, inventory, finance, and returns
  • 2,400+ SKU catalog managed and monitored through the API
  • Automated watchdog caught a platform quality violation and generated the appeal pack on its own
  • 86 automated tests guarding the production pipeline
  • 24 staff trained across content and operations teams
Case Study

Bursa-Listed Construction Group

AI transformation programme for 30+ leaders and managers, plus a live demonstration of AI on the client's own core artifact: the approved master work programme of an active development.

  • 2,420-activity baseline PDF parsed into an interactive 4D build simulation
  • Finance team automated a reporting task from one full day to 30 minutes
  • A client planner reproduced the method on a second project within hours
  • Leaders and managers building working automations on their own operations
Case Study

Automotive Conglomerate

Back-office AI adoption for a multi-brand automotive group: finance, internal audit, credit control, HR, legal and procurement, trained on Copilot in Excel and Office Scripts running on licences the company already paid for.

  • Starting point: paid Copilot licences at roughly 30% staff adoption. The programme was framed as licence ROI recovery, not new spend
  • 16 back-office staff hands-on with their own workflows: invoice and variance reconciliation, audit write-ups, credit-control letters
  • The Head of Finance adopted Office Scripts + Copilot for the finance function and became the internal champion
  • Redact-before-you-paste data discipline taught alongside the tools, for the teams handling the company's most sensitive records
  • The same module is validated across construction, automotive and HR teams, and runs on the free Copilot tier
Live prototype · Digital twin

A digital twin of the plant floor, built from the process sheet.

Two SMT lines into one back-end, THT, test banks, rework, box build, pack and ship. Change staffing, testers or panelisation and watch where the queue forms. Drag it. It runs on sample data and was built in ninety minutes by describing the hall in plain language.

Digital twin: plant floor twin · sample dataOpen full screen ↗

One of three prototypes an E&E plant team builds in the Vibe Coding for E&E Operations programme. The OEE line board and the test station board are on the electronics manufacturing page.

Engagement

Three ways to engage.

Audit to find where AI pays back. Train your team on levy you have already paid. Build what the numbers justify. Pricing in MYR, scoped per engagement.

Diagnose · Fixed scope

AI Operations Audit

RM 5–8K
One-off · Credited to Build
2 weeks

A structured audit of your workflows, tools and data. It shows where AI pays back, in ringgit, and what to build first.

You receive
  • Workflow & process gap analysis
  • AI opportunity map with waste quantified in RM
  • Data / document readiness check
  • Recommended AI stack & tooling
  • Implementation roadmap & cost estimate
Levy-funded · HRDC-claimable

HRDC-Claimable AI Training

RM 7,200
From · Per training day
Onsite or online

Corporate AI training paid from the HRD Corp levy you already contribute. Your team practises on its own emails, reports and data, and leaves with working automations.

What you get
  • Copilot (M365 & Excel), Claude and n8n programmes
  • Up to 25 participants per run, onsite across Malaysia or online
  • Each participant leaves with a real task automated
  • Outline, trainer profile & claim documents prepared for you
  • Delivered by an HRD Corp accredited trainer
  • Up to 100% levy-claimable for eligible employers
Build · Scope-based

Workflow Automation & Integration Build

RM 41K+
From · Quoted after Audit
4–12 weeks

We build the system the Audit recommends: automations on your live operations, tested, and handed over with team training.

Examples
  • Workflow automation on live operations
  • Platform & API integrations
  • SOPs & document workflows
  • AI agent setup & guardrails
  • Team onboarding & handover
About

Practitioners who deliver.

Participants working on laptops in a training room while the trainer presents at the front screen

Groove is a team of AI practitioners working at the intersection of AI implementation, workforce adoption, and work redesign. We build production agent systems, train the teams who run them, and maintain the automations that keep them running.

We don't sell strategy decks. We build the systems, deploy them into your operations, and show you the numbers. When you work with us, you get the people who built it, not a team reading from someone else's playbook.

  • HRDC-Accredited
  • n8n Ambassador
  • Claude Implementation
  • Copilot & Office Scripts
  • Production AI Deployments
Malaysia · HRD Corp · Claimable Training

HRDC-claimable AI training. We handle the paperwork.

Corporate AI training claimable under HRD Corp for eligible Malaysian employers. Teams leave with working automations built on their own operations, not lecture notes.

Flagship

AI Transformation Programme

RM 10,500
Per training day · HRDC-claimable

A multi-day corporate programme delivered over weeks or months. Participants build working automations on their own operations, with progress tracked across the programme and an AI-synthesized progress summary for every participant at the end.

  • Hands-on from the first hour, on your own documents and data
  • Longitudinal tracking across sessions, not one-off exposure
  • Working automations and skills your team keeps
  • Per-participant progress summary at programme end
Focused

One-Day Workshops & Modules

Scoped per topic · HRDC-claimable

Focused single-day sessions for teams that need one capability working now. Every module has been delivered live to real corporate teams.

  • Copilot in Excel + Office Scripts, validated across 10 companies
  • AI agents for document-heavy teams
  • AI-assisted content creation for marketing teams
  • Claude and Claude Code for non-developers
View All Programs→Check Eligibility

Up to 100% levy-claimable for eligible Malaysian employers

Why work with us

Why audit first

The right setup depends on your reality.

  • Understand the real bottlenecks
  • Identify the highest-value opportunities
  • Avoid overbuilding the wrong solution
  • Get clarity on cost, scope, and priorities
Best fit for

Companies that want real adoption.

  • SMEs & growing co's
  • Repetitive workflows
  • Ops-heavy teams
  • Exploring AI adoption
  • Want implementation
Outcomes

Results that compound.

  • Clearer workflows
  • Better use of internal knowledge
  • Faster execution, less manual work
  • Structured path for AI adoption
FAQ

Questions, answered.

What companies ask before they engage. If yours isn't here, email info@grooveconsulting.org.

What is an AI Operations Audit?

A structured 2-week diagnostic for companies that want to use AI strategically. We review your current workflows, tools, data, and team processes, then deliver an AI opportunity map with waste quantified in ringgit, a recommended stack, an implementation roadmap, and a cost estimate. Priced at RM 5,000–8,000 in MYR.

How is this different from generic AI consulting?

We build the system, not just the strategy. Every recommendation comes with a working stack pick, an implementation roadmap, and a cost estimate. If you proceed, we implement it under a separate engagement: workflow automation, platform and API integrations, SOPs, and AI agents on your real operations. The same systems we run in our own production deployments.

How much does it cost?

Audit: RM 5,000–8,000 fixed scope. Implementation: from RM 41,000, scope-based. Retainer: from RM 10,000 per month. Corporate training: from RM 7,200 per training day, HRDC-claimable; the flagship AI Transformation Programme is RM 10,500 per training day. All pricing in Malaysian Ringgit (MYR), quoted per engagement. If you proceed to Implementation, the Audit fee is fully credited toward the build.

How long does an engagement take?

The Audit runs 2 weeks. Implementation projects typically take 4–12 weeks depending on scope. Retainers are monthly with no minimum commitment.

Is your training HRDC-claimable?

Yes. All our AI training is claimable under HRD Corp for eligible Malaysian employers. We handle the paperwork: course outlines, trainer profile and supporting documents are prepared for your claim submission.

What corporate AI training do you offer?

Two formats. The AI Transformation Programme: a multi-day programme at RM 10,500 per training day, where participants build working automations on their own operations with progress tracked across sessions. And one-day workshops on focused topics: Copilot in Excel with Office Scripts (a module validated across 10 different companies, from finance teams to HR), AI agents for document-heavy teams, AI-assisted content creation, and Claude Code for non-developers.

Who is this for?

SMEs and growing companies with repetitive workflows or ops-heavy teams who want real AI adoption, not pilots. We work best with leaders ready to implement, not just explore.

Where are you based?

Kuala Lumpur, Malaysia. We serve clients across Malaysia, Singapore, and the broader Southeast Asia region. Registered as GROOVE CONSULTING SDN BHD (202401051124).

How do I start?

Book the AI Operations Audit. Email info@grooveconsulting.org with a short description of your business and current AI usage. We respond within 2 working days with scope and quotation.

Start with a focused audit. Build only what matters.

We help companies figure out where AI fits, what should be built first, and how to turn AI into a real operating advantage.