FIELD NOTE
A standard is useful when it changes operating behaviour
The Ministry of Digital described Standard MY-AI as trust infrastructure and linked it to the wider development of Malaysia's AI governance and ethics environment. A buyer should not reduce that signal to a badge on a proposal.
Use it to make procurement evidence-based. The vendor should explain how the exact proposed workflow behaves, not only provide a general policy for the company.
FIELD NOTE
Ask for the system boundary
Request a diagram showing inputs, models, integrations, storage, users, logs, subprocessors, overseas processing, and outputs. Mark what the vendor controls, what your team controls, and what depends on another provider.
- The intended decision or task
- Personal and confidential data involved
- Model and provider dependencies
- Human approval and override points
- Logging, retention, deletion, and export
- Failure modes and service fallback
FIELD NOTE
Test the awkward cases
A polished demonstration normally follows the happy path. Procurement should test incomplete data, contradictory instructions, unavailable integrations, prompt injection, incorrect output, staff misuse, and the removal of a user's access. Record who detects each problem and who has authority to stop the workflow.
FIELD NOTE
Contract for change
AI services change quickly. Require notice for material model, subprocessor, data-use, and security changes. Preserve the ability to export business records and continue essential operations when a model or vendor is replaced.
DIRECT ANSWERS
Questions operators ask
What evidence should an AI vendor provide?+
At minimum: a system and data-flow description, intended-use limits, testing approach, human-control design, security and incident process, model or provider dependencies, retention rules, and exit arrangements.
Is an AI certification enough for procurement?+
No single badge proves that a specific workflow is suitable. Evaluate the actual data, decision, integration, people affected, controls, and contractual allocation of responsibility.
Who owns AI risk after implementation?+
The business remains responsible for its purpose, workflow, people, and legal obligations. Contracts can allocate tasks, but they do not replace internal accountability.
SOURCE LEDGER
Primary sources
Official material is linked directly. Claims are paraphrased and checked against the source status available on 2026-07-21.FRICTION EDITORIAL CONTROL
Original analysis. Visible limitations. No invented certainty.Prepared by Friction Research and reviewed against primary sources. This material is general information, not legal, tax, financial, or regulatory advice. Requirements can change; verify material decisions with the relevant authority or a qualified adviser.Read our editorial policyREADER EXCHANGE
Add to the conversation.
Name and email are required. Suspicious or abusive comments are held before publication.
Loading conversation.