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// WHY DRIFTMIND

What you actually get when
you work with us

Clear scope. Senior practitioners. Honest assessments. Outputs your team can use independently. Here's what that looks like in practice.

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// KEY ADVANTAGES

What sets our approach apart

Senior-led delivery

Every engagement is led by a senior practitioner with deep domain experience — not staffed by junior analysts following a template.

Fixed, defined scope

You know what you're getting before a single hour of work begins. Fixed price, agreed deliverables, and no scope drift.

Built-in fairness testing

Bias evaluation is a core part of every AI system we build — not a checkbox at the end. Outputs are transparent and auditable.

Honest assessments

We'll tell you when AI isn't the right move. Our reputation is built on giving clients accurate guidance, not on maximising project value.

Usable deliverables

Reports, roadmaps, and tools are designed for your team to use without Driftmind present — practical, not presentational.

Transparent pricing

Prices are posted. No opaque day-rate models or hidden extras. Engagements start at HK$4,600 with no retainer required.

// IN DEPTH

Professional expertise

The Driftmind team has worked with process mining, machine learning, and infrastructure evaluation across financial services, logistics, and professional services in Hong Kong and the wider Asia-Pacific region for over a decade. That depth shows in the quality of questions we ask before work starts.

We hold relevant certifications in data engineering and responsible AI practice, and we keep those current through active client work — not just coursework.

7+ years of AI implementation experience in HK
Domain knowledge in financial services, logistics, and HR tech
Certified in responsible AI and data protection
All practitioners bring at least 10 years' relevant experience
Active members of regional data science and AI communities

Technology and rigour

We work with process mining frameworks that can reconstruct workflows from ERP and CRM event logs at scale. Our recruitment screening tools are built on machine learning approaches specifically developed for fairness in high-volume selection. Our infrastructure reviews follow structured evaluation rubrics, not ad hoc opinion.

We're vendor-neutral, which means recommendations are driven by your situation, not by partnerships or preferred suppliers.

Vendor-neutral approach — no hidden platform partnerships
Process discovery from real system event logs
Fairness-aware ML from development through deployment
Infrastructure evaluation against measurable criteria
Interactive deliverables your team can explore independently

Client experience

We work with a small number of clients at any one time, which means you have access to the practitioners actually doing the work — not an account manager who relays messages. Check-ins are regular, communication is direct, and concerns are raised early rather than managed at handover.

Direct access to the lead practitioner throughout
Fortnightly progress updates at minimum
Issues surfaced early — never saved for the final report
Structured knowledge transfer at project close

Value and pricing

Our prices are published because we think transparency is part of the service. You can evaluate whether an engagement makes sense for your organisation before getting on a call with us. No retainer, no minimum commitment, and no pressure to scope up if a smaller engagement serves your needs.

Published, fixed prices for all three services
Technology review from HK$4,600 — no retainer needed
No pressure to combine services unless genuinely useful
Itemised statements of work before engagement starts

Results and outcomes

Process mining clients typically identify 3–7 significant process deviations per engagement, with at least one carrying meaningful cost implications. Recruitment screening tools routinely reduce initial review time by 40–60% while maintaining — or improving — equitable outcomes. Infrastructure reviews often prevent costly AI project failures before they start.

Process mining: measurable deviation and bottleneck insights
Recruitment AI: faster review without fairness compromise
Technology review: costed roadmap your IT team can action
94% of clients engage Driftmind again within 18 months

// COMPARISON

How we compare

A straightforward look at how Driftmind's approach differs from the typical AI consulting model.

Feature Typical providers Driftmind
Published, fixed pricing
Senior practitioner on every project
Bias testing built into AI systems
Vendor-neutral recommendations
PDPO-compliant data handling
Will advise against AI when unsuitable
Structured knowledge transfer
No retainer required

// WHAT MAKES US DIFFERENT

Our distinctive commitments

We say no when it matters

If your data isn't ready for process mining, or your infrastructure can't support the AI project you're considering, we'll tell you in the assessment phase — not after you've committed budget. This orientation toward honesty is what makes our recommendations worth having.

Fairness isn't an add-on

Every AI system we build has bias evaluation integrated from the first design decision. We share testing results with clients and schedule ongoing audits — because a recruitment tool that becomes less equitable over time is a liability, not an asset.

Data stays yours

Your event logs, application data, and infrastructure documentation never leave a confidentiality agreement. We don't use client data for model training across engagements, and we don't retain data beyond project close unless explicitly agreed.

Small team, deep focus

We take on a limited number of engagements concurrently. This means your project isn't competing for attention with forty others. The people who scope your work are the people who do it.

// RECOGNITION

Milestones and recognition

2023

HKITP Best AI Practice Commendation — Process Analytics category

ISO 27001

Information security management certification, maintained since 2020

150+

Completed engagements across HK and the Asia-Pacific region

HKCS

Professional member, Hong Kong Computer Society since 2019

// NEXT STEP

Ready to see how this applies to your organisation?

An initial conversation costs nothing and carries no commitment. We'll listen, ask a few questions, and let you know whether we think we can genuinely help.

Get in touch