Why Axion Drift
An Advisory That Works for Your Operations, Not for a Vendor
Independent, honest, and grounded in Malaysian retail — here is why operations teams choose to work with us.
Back to HomeCore Advantages
What Working With Us Looks Like in Practice
No Vendor Conflict
We have no reseller agreements and receive no referral income from any shelf-analytics platform. Our guidance is shaped by your operational situation, not by who is paying us a commission.
Malaysian Market Knowledge
We understand local store formats, supply rhythms, and staff capacity constraints. Advice is grounded in what is achievable here — not copied from case studies in different markets.
Products Only, Always
Every engagement is scoped to stock and shelves. We clearly state what a system observes and we will not proceed with any tool that involves tracking individuals or collecting personal data from shoppers.
Written Outputs Every Time
Every engagement produces a documented deliverable — a summary, pilot plan, or standards document. Your team leaves with something concrete rather than a verbal debrief that fades after a few weeks.
Accuracy-Led Evaluation
When we assess a shelf-insight tool, we evaluate it under real store conditions — lighting, product variety, shelf depth. Not under laboratory settings or vendor-controlled demos.
Straightforward Communication
We tell clients when shelf analytics is not the right fit for their current stage. That kind of honesty saves budget and builds a working relationship that holds up over time.
Deeper Look
Each Benefit in More Detail
Operational Expertise, Not Just Theory
Our team has worked directly in retail operations roles — not just studied them. We know the difference between what works on a demo shelf and what holds up during a busy Saturday trading period at a mid-size supermarket in Petaling Jaya.
That background means we ask different questions: about staff shift patterns, about how stock arrives at the back door, about what a category manager actually looks at in a weekly review. Shelf analytics advice that ignores those realities ends up being advice that does not get implemented.
What this means for your team:
- Scope documents written in operations language, not technology jargon
- Realistic timelines based on how stores actually operate
- Deliverables that floor managers can read and act on directly
- Fewer surprises when moving from plan to implementation
How we approach technology evaluation:
- We test accuracy under your store conditions, not vendor conditions
- We assess integration requirements with your existing systems
- We review ongoing maintenance needs honestly
- We compare options across a range of providers
Technology Evaluated on Its Own Terms
Computer vision for shelves is a useful tool when it is deployed correctly. The challenge is that most evaluations happen through vendor demonstrations, which are designed to show best-case performance.
We look at how a system performs in conditions that match your stores — with the product range, lighting, and shelf depth you actually have. That gives you a realistic picture before you commit to any deployment.
Clear Pricing, Defined Scope
Our three services have fixed prices published on this site — RM 600 for a readiness review, RM 1,480 for a pilot workshop, and RM 2,860 for a three-month rollout advisory. You know what you are paying for before any conversation starts.
Each service has a defined scope and deliverable. If your situation falls outside that scope, we will say so and discuss what a fair adjustment looks like rather than quietly expanding the brief.
What is included in each service:
- RM 600 — Readiness review: one session, written summary, use-case map, prerequisites list
- RM 1,480 — Pilot workshop: two sessions, pilot plan, measurement guide, results outline
- RM 2,860 — Rollout advisory: three-month engagement, rollout plan, standards document
How We Compare
Typical Vendor Approach vs Axion Drift
| Consideration | Typical Vendor Advisory | Axion Drift |
|---|---|---|
| Financial incentive | Tied to platform sales or reseller margin | None — fee-only advisory |
| Scope of observation | May include people-tracking features | Products and shelves only |
| Evaluation conditions | Demo environment, best-case accuracy | Your actual store conditions |
| Deliverables | Proposal and pricing deck | Operational documents your team can use |
| Advice when not a good fit | Rarely given — sale takes priority | Given plainly when appropriate |
| Local market context | Global templates, limited local adaptation | Malaysian retail operations focus |
What Sets Us Apart
Distinctive Features of Our Approach
Plain-Language Scope Documents
Every engagement begins with a written scope that states clearly what the system will observe, what it will not observe, and why that matters for your specific store context. That document is yours to keep and refer to — regardless of what happens next.
Pilot Design Before Purchase
We help you design a meaningful pilot before any technology purchase is made. A well-designed pilot tells you whether a shelf-insight system delivers useful data in your stores — before you have committed significant budget to a deployment.
Standards-Based Rollout Support
For multi-store operators, we produce a standards document that makes shelf-insight setup consistent across locations. That consistency is what allows you to compare shelf data meaningfully between stores.
No Long-Term Retainer Required
Each of our services is a standalone engagement with a clear end point. There is no requirement to sign up for ongoing support. If you want to continue working together after a service concludes, that is a separate conversation.
Track Record
Milestones and Professional Standing
47+
Retail engagements completed across Malaysia
6+
Years advising retail operations in the Klang Valley
12
Shelf-analytics platforms independently evaluated
100%
Vendor-neutral — no reseller agreements held
PDPA-Aware Advisory Practice
All engagements are reviewed against Malaysia's Personal Data Protection Act requirements. We flag any tool or approach that raises compliance questions.
Retail Operations Certification
Team members hold professional certifications in retail operations management and computer vision application design, obtained through accredited programmes.
Member — Malaysia Retailers Association
Active participation in retail industry forums and working groups focused on operational technology and workforce standards.
Take the Next Step
See How These Benefits Apply to Your Stores
A readiness review is the most straightforward way to find out what shelf insight could realistically offer your operations. One session, one written summary, clear scope.
Request a Readiness Review