client perspectives
What teams say about working with us
The firm does not publish client names without explicit permission. These accounts are representative of the kinds of engagements we conduct, drawn from real conversations with client teams.
back to home6
Years in practice
47
Engagements completed
4.8
Average satisfaction
94%
Return engagement rate
from clients
Client reflections
Zulaikha Hassan
Head of Analytics — Financial Services, KL
"We came to the Applied Scoping engagement with a fairly settled idea of what we wanted to build. The note we received at the end made us reconsider the framing of the whole question. That was uncomfortable at the time, but it turned out to be the most useful thing anyone had said to us in two years of internal discussion."
April 2025 · Applied Scoping
Tan Wei Jian
Chief Risk Officer — Logistics, Petaling Jaya
"The Reflective Review was thorough and honest. The assessment surfaced a few things we had suspected but had not documented properly. Having it in writing, with the reasoning laid out, made it much easier to bring to senior leadership. I would say the documentation aspect alone was worth the engagement."
March 2025 · Reflective Review
Nurul Ain Razak
Director of Strategy — Healthcare Admin, Penang
"We are now into our second year with the Steady Companion arrangement. What I value most is having someone who reads the quarterly notes carefully and responds with questions rather than answers. It keeps us from closing the conversation too early."
April 2025 · Steady Companion
Farouk Ibrahim
Senior Manager, Operations — Public Sector, KL
"The scoping engagement was shorter than I expected, and the note was more direct than I was used to from consultants. There were two sections where the conclusion was essentially 'we cannot determine this without better data.' That kind of honesty is rare."
February 2025 · Applied Scoping
Siew Choong Lee
VP Technology — Regional Bank, Kuala Lumpur
"We engaged Mindwell Systems for a Reflective Review ahead of an internal audit. The document they produced was used almost verbatim in our audit preparation materials. The assessors noted that our governance documentation was unusually clear."
March 2025 · Reflective Review
Aisha Mohamed
Head of AI Governance — Fintech, Bangsar South
"The monthly meetings with our companion have become one of the more useful fixtures in our governance calendar. It is not a status update — it is a proper conversation. Having someone outside the team ask the uncomfortable question before anyone else does has become genuinely valuable."
April 2025 · Steady Companion
case studies
How engagements have unfolded
case study 01
A regional bank's credit decision model
the situation
A mid-sized Malaysian bank had deployed a credit scoring model eighteen months prior. A planned internal audit raised concerns about whether the documentation of the original deployment decision was sufficient for regulatory examination.
the engagement
The firm conducted a Reflective Review over four weeks, attending to model behaviour under observed operating conditions, the data pipeline conditions, and the team's written decision record. The review also assessed the human review processes that operated around monthly model outputs.
the outcome
The written assessment identified three areas requiring attention before the audit, and two areas that were well-documented and could be presented with confidence. The team used the document directly in audit preparation. The audit completed without material findings on governance.
"The assessors were satisfied with our governance documentation. I think having a structured third-party assessment to point to made the conversation considerably shorter."
— VP Technology, Regional Bank
case study 02
A healthcare administrator considering patient routing
the situation
A healthcare administration team was considering whether to introduce a model to support patient routing decisions across a network of clinics. Internal advocates were keen to proceed; the clinical governance team had reservations. Neither group had a clear framing of the specific question the model would need to answer.
the engagement
The Applied Scoping engagement took three weeks and involved structured conversations with both the technical advocates and the clinical governance team. The scoping note articulated the question more precisely than either group had managed internally, and identified three data conditions that would need to be established before any build could proceed responsibly.
the outcome
The team used the note to establish a shared internal position. Rather than proceeding to build, they spent six months addressing the data conditions identified. They subsequently returned for a second scoping engagement before commencing development work.
"The scoping note gave us a shared language for a conversation that had been going in circles for months. The data conditions section, in particular, resolved a dispute that had become quite stuck."
— Director of Strategy, Healthcare Administration
case study 03
A fintech team building AI governance capability
the situation
A fintech company had recently appointed a Head of AI Governance — a new role. The person in the role had strong technical credentials but no prior experience in governance. Senior leadership wanted the team to develop its own working rhythm rather than outsource governance to a third party.
the engagement
The Steady Companion arrangement was established at the start of the new team's first year. The companion attended the monthly governance meeting, offered a written reflection at each quarter, and was available for shorter conversations when specific questions arose between meetings. The companion's role was explicitly non-directive.
the outcome
By the end of the twelve-month arrangement, the team had developed a set of internal governance practices and documentation standards they owned entirely. The company renewed the arrangement for a second year, but with a significantly reduced frequency of interaction — a result the companion considered a sign of success.
"By the end of the year, we were having conversations that we could not have had at the start — not because the companion told us what to think, but because the regular meeting forced us to think out loud."
— Head of AI Governance, Fintech
reach us
Contact the practice
-
telephone
+60 3-2789 4126 -
email
[email protected] -
office
Suite 21-2, Mercu 3
KL Eco City, Jalan Bangsar
59200 Kuala Lumpur, Malaysia -
hours
Monday – Friday: 9:00 am – 6:00 pm
Saturday: 10:00 am – 1:00 pm
credentials
Professional recognitions
MDEC Digital Economy Contributor, 2023
Recognised for contributions to responsible AI practice development in Malaysia
AI in Asia Member Firm, since 2022
Active member of the regional AI industry association
Cited in public sector governance reviews, 2024
Referenced in two Malaysian public sector AI governance review documents
Guest practitioner, UM and UTM, 2022–2024
Contributed to postgraduate AI governance coursework at two Malaysian universities
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