Building a regulatory compliance checker for a Maltese public-sector body.
An AI-powered system combining structured rule-based logic with retrieval-augmented document analysis, producing reviewable compliance reports with full source citation.
Compliance at scale, without a defensible audit trail.
The applicable regulatory framework establishes specific compliance obligations across a wide range of operational and procedural areas. For a public-sector body of meaningful scale, manually verifying compliance across all relevant documents and workflows is prohibitively time-consuming.
The previous approach involved senior staff spot-checking documents against the directive on an ad-hoc basis. Coverage was incomplete. Consistency was variable. The audit trail was thin — it was difficult to demonstrate systematic compliance to oversight bodies.
The body needed a system that could review documents at scale, apply consistent interpretation of the regulatory framework, and produce defensible audit-ready outputs — without removing humans from the decision loop.
Three layers, one defensible system.
We designed a system built on three layers.
Document ingestion and structuring
Documents enter the system through controlled channels, are classified by type, and have key elements extracted into a structured format suitable for compliance analysis.
Compliance checking against the regulatory framework
The system runs each document against a structured set of compliance checkpoints derived from the applicable regulatory directive. Where the language is unambiguous, rule-based logic applies. Where interpretation is required, an LLM-driven retrieval layer surfaces relevant precedents and prior decisions for human reviewer consideration.
Reviewable, citation-backed outputs
Every compliance assessment is delivered with explicit source references — both to the document under review and to the regulatory provisions being applied. Senior reviewers can verify, override, or escalate any finding.
Nothing autonomous goes live without controls. The system includes a full audit log, role-based access control, and a workflow for handling exceptions and edge cases.
What the finished system will deliver.
The system is designed to deliver three capability outcomes by construction — not as future improvements, but as inherent properties of the architecture:
Audit-ready coverage at scale
A defensible, consistent compliance review across every document in scope — replacing ad-hoc spot-checks with systematic coverage that can be evidenced to oversight bodies.
Senior judgement preserved, not replaced
The system handles the structured analytical work. Senior reviewers retain authority over every finding, and the workflow surfaces interpretive edge cases for human decision rather than burying them.
Defensible audit trail by construction
Full audit log, role-based access control, mandatory source citation on every output. The system is designed so that any conclusion it produces can be traced back to its evidence base.
The system is currently at proposed-design stage. Quantitative performance and adoption results will be published once the system is in operational use.
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If you're looking at compliance, audit, or document-heavy work that needs a defensible system, let's talk.