Professional services
Accounting practices, tax advisers, law firms and consultancies sell expertise that already exists in their archives. The constraint is retrieval under confidentiality: client separation is non-negotiable, which is exactly why permission-aware retrieval matters more here than anywhere else.
Accounting, tax, audit and advisory practices
Ten to a hundred professionals. Statutory audit, tax compliance and advisory work, with a decade of working papers behind you — and associates who reach competence just in time to be recruited by a client.
You will recognise yourself if
- Research the firm has already done, being done again from scratch
- Client data held under PDPA that cannot be pasted anywhere
- A technical partner who is the bottleneck on every unusual question
What actually hurts
PDPA liability sits on every desk.
Associates under deadline pressure will paste client figures into a consumer chatbot unless there is a sanctioned tool that is genuinely faster. The exposure is not hypothetical — it is a Tuesday afternoon.
Regulatory overwhelm.
The Act, the public rulings, the gazette orders, the practice notes and the case law all move independently. Knowing the current treatment of a specific item is a research task, billed or absorbed.
High associate turnover.
Two years to make an associate genuinely useful, and they leave in the third. The firm's methodology and its precedent thinking walk out with each one, and the next intake starts from the beginning.
What it reads.
Public authority and private work product, indexed together but never blended — client separation is enforced at retrieval, not by policy alone.
- Income Tax Act 1967 and subsidiary legislation
- LHDN public rulings and gazette orders
- SST Act 2018 and customs directives
- Case law and tribunal decisions
- Internal audit and advisory methodologies
- Ten years of client working papers
One question, answered
A representative exchange for this sector. Every figure and instruction is traced back to the document it came from — including the revision and the date it took effect.
Client bought a commercial vehicle for MYR 180,000 used partly for director travel. Capital allowance treatment?
A commercial vehicle is not subject to the MYR 50,000 / MYR 100,000 restriction that applies to passenger motor vehicles, so the full MYR 180,000 qualifies.1 Initial allowance is 20% and annual allowance 20% for heavy machinery and motor vehicles.2 Private use by a director does not reduce the company's claim, but it is a benefit in kind assessable on the director under §13(1)(b).3 Confirm the vehicle is licensed as commercial — classification, not usage, governs the restriction.1
Illustration only. This exchange is a written example of how AIMY Expert behaves — not a recording of a live system, and not a claim about any real organisation's data.
What changes, and what we would measure.
The figures below are what a deployment is scoped against, not audited results from your organisation. Each one states its basis, because a number without one is marketing.
One search
the Act, the rulings and your own prior positions, together
Basis: a single index across public authority and private work product
100%
of positions cite the section, ruling or paper relied on
Basis: architectural guarantee — the working paper writes its own references
0 leaks
in 48 concurrent cross-account retrieval attempts
Basis: measured against the naive implementation, which leaked in 44 of 48
What it means for the business
- Higher accuracy on technical positions, with the authority attached
- Client data handled inside a PDPA-defensible boundary instead of a consumer tool
- Associates reach firm standard sooner, and take less with them when they go
- Lower review risk and better realisation on fixed-fee engagements
Where the work usually starts.
Not an exhaustive list — these are the engagements that most reliably clear the value-versus-risk bar in this sector.
Tax and technical research
The Act, the rulings and the firm's own prior positions retrieved together, each answer citing its authority.
Precedent and prior-work search
Find the closest previous engagement, respecting client separation absolutely.
Working paper and file review
Methodology and disclosure requirements retrieved against the file, with review judgement preserved.
Onboarding and methodology
New associates reach firm standard faster with the method at their fingertips.
Designed around the constraints, not despite them.
These requirements shape the architecture from the first design session. Retrofitting them after a successful pilot is the most common reason AI programmes in this sector never reach production.
- Strict client and matter separation enforced at retrieval time
- PDPA-compliant handling of client data, with no third-party training
- Privilege preservation and conflict-check compatibility
- Clear attribution so drafts are never mistaken for reviewed advice
One organisation. Every department. This is the order.
Your organisation is in one sector, and inside it sits every department below. The platform is the same for all of them — what the sector decides is which one goes first, and that choice matters more than any model decision.
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01 Legal & Compliance Usually first
Technical research is the highest-value corpus in the firm, and client separation proves the permission model immediately.
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02 Finance & Accounting Then
Working paper standards and the methodology that governs every engagement file.
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03 Sales & Revenue Then
Proposal and pitch assembly from credentials the author is cleared to see.
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04 Human Resources Later
Onboarding new associates to firm methodology faster.
And then the rest of the organisation.
These departments exist in your organisation too. Once the platform is live and reviewed, each one is a scope and an evaluation set — not another procurement cycle.
What we would deploy.
If the constraints above rule out anything leaving your premises, the same platform ships on hardware you own.
Talk to someone who has shipped in professional services.
A first call is a working session, not a pitch. Bring your constraint list and we will tell you which parts are genuinely hard.