AI server infrastructure — solutions overview
Our Services

Three Engagements, Each with a Clear Scope

Whether your team needs a one-time baseline review or a sustained advisory relationship, each service is priced clearly and delivers a defined written output.

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Methodology

How We Approach Every Engagement

Each service follows the same core process, scaled to its scope. The differences are in depth, duration, and the extent of ongoing involvement.

01

Scope Agreement

We confirm in writing what is included and what is outside scope before any work begins.

02

Data Gathering

We work with your team's existing data — hardware specs, utilisation logs, PUE figures, or whatever is available.

03

Session Delivery

Structured sessions are run at agreed times, in person (Klang Valley) or remotely, with preparation materials sent in advance.

04

Written Output

Every engagement ends with a written deliverable tailored to your cluster and team — not a generic template.

Service 01

Energy Use Review

RM 580

A structured review designed to help a team understand the energy profile of its AI compute infrastructure. Figures are presented plainly, with clear notes explaining how each estimate was arrived at. We make no environmental claims on the team's behalf — we share information.

Suited to facilities leads and platform managers who are beginning to pay attention to compute energy costs and want a reliable baseline. The session is a working conversation, and the written summary is delivered within a few days of it.

What's Included

  • One structured session (up to 3 hours)
  • Energy snapshot: total estimated consumption and key contributors
  • Explanation of estimation methods used
  • List of factors to track going forward
  • Written summary document (delivered within 3 working days)

Best Suited For

Teams managing a GPU cluster for the first time, or organisations wanting an independent picture of their current compute energy footprint before making infrastructure decisions.

Request This Service
Energy Use Review — structured session

Typical Process Steps

1

Share hardware specs and basic utilisation data before the session

2

Walk through figures together in the session; raise questions and test assumptions

3

Receive written summary with energy snapshot and tracking recommendations

Efficiency Practices Workshop

Workshop Timeline

1

Session 1: Review workload data and current scheduling practices

2

One week gap: team collects requested data between sessions

3

Session 2: Explore practices, build checklist, agree follow-up note

Service 02

Efficiency Practices Workshop

RM 1,440

A two-session workshop that explores practical, well-understood ways to run AI workloads with steadier energy use. Topics include scheduling, consolidation, and sensible utilisation strategies — grounded in your team's own data. Guidance stays vendor-neutral throughout.

Best for platform engineers who want to move from awareness to operational adjustment. The workshop is deliberately designed around your data, not a standard curriculum. Sessions are spaced a week apart to allow data collection between them.

What's Included

  • Two workshop sessions (up to 3 hours each)
  • Pre-session worksheets and data collection guides
  • Practices checklist tailored to your workloads
  • Follow-up note summarising agreed actions
  • Vendor-neutral recommendations throughout

Best Suited For

Platform engineering teams that have some existing awareness of their energy use and want to explore operational adjustments to workload scheduling and cluster utilisation.

Request This Service
Service 03

Energy Stewardship Advisory

RM 3,000 (3-month engagement)

A longer advisory engagement that helps an organisation build a steady, documented approach to monitoring and discussing compute energy across teams. We act as an independent advisor — helping you build internal processes and documentation, not building dependency on external support.

Designed for organisations with growing clusters where energy use is becoming a meaningful operational consideration. The engagement runs across three months with structured review points, producing a stewardship handbook your team can use independently afterwards.

What's Included

  • Three-month engagement with monthly review sessions
  • Stewardship handbook tailored to your organisation
  • Review notes after each session
  • Internal process documentation support
  • Invoiced in monthly instalments (RM 1,000/month)

Best Suited For

Organisations with AI infrastructure that is expanding, where teams need to develop a shared, documented approach to discussing and managing energy use — rather than relying on ad-hoc conversations.

Request This Service
Energy Stewardship Advisory — three-month engagement

Three-Month Structure

M1

Month 1: Baseline assessment, draft handbook structure, first review session

M2

Month 2: Process development, handbook drafting, second review session

M3

Month 3: Handbook finalisation, process handover, third review session

Comparison

Which Service Fits Your Situation?

Use this as a guide — and feel free to reach out if you're unsure which makes sense for your team.

Feature Energy Use Review Workshop Advisory
Price (RM) 580 1,440 3,000
Duration 1 session 2 sessions 3 months
Written deliverable
Uses your team's data
Practices checklist
Stewardship handbook
Monthly review sessions
Best for First-time baseline Operational adjustment Growing organisation
Standards

Shared Across All Services

Data Confidentiality

All infrastructure and operational data shared during an engagement is held in confidence and not disclosed to any third party.

Vendor Independence

We have no commercial arrangements with hardware, cloud, or software vendors. Guidance reflects your situation, not a sales relationship.

Scope in Writing

Before work starts, both parties agree in writing what is included. No scope expansions are charged without prior discussion.

Plain Language

Technical content is explained. Reports are written to be readable by both engineering and facilities staff without translation.

Estimation Transparency

Where figures are estimated rather than measured, we say so clearly and explain which method was used and what its limitations are.

Agreed Timelines Kept

Sessions happen at the agreed times. Written deliverables are sent on schedule. We communicate early if anything affects a milestone.

Pricing

Prices in Malaysian Ringgit

All prices include preparation, delivery, and the written output. No add-on fees charged without prior agreement.

Energy Use Review

RM 580

One-time, invoiced on confirmation

  • One session
  • Energy snapshot document
  • Tracking recommendations
Request
Most Popular

Efficiency Workshop

RM 1,440

One-time, invoiced on confirmation

  • Two sessions
  • Practices checklist
  • Follow-up note
Request

Stewardship Advisory

RM 3,000

3 months — RM 1,000/month

  • Three-month engagement
  • Stewardship handbook
  • Monthly review sessions
Request

Not Sure Which Service Fits?

Describe your cluster and where your team is in understanding its energy use. We'll suggest the appropriate starting point — no pressure to commit.

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