Operations & Compliance
Audit preparation and evidence synthesis
Collate and summarise evidence packs for internal and external audits. Identifies gaps against audit criteria before the auditors arrive.
40–60%
reduction in audit preparation time
Opportunity assessment
Minor improvement. Small efficiency gain with limited effect on overall turnover or bottom line.
Relatively straightforward. Off-the-shelf tools handle the core task. Implementation is well-understood with good examples to follow.
Moderate data needs. Works with data most businesses hold, but will likely need consolidation, cleaning, or reformatting before use.
Low risk. Limited external exposure. A human reviews output before it reaches anyone outside the team.
Light people impact. A new tool slots into an existing workflow. Minimal training needed. Most people will adapt quickly.
Tooling required
Things to consider
Document completeness and accessibility is the main variable — if evidence is scattered across drives, emails, and physical files, the organisation project precedes the AI project.
Embed the audit criteria in the RAG system so the AI checks against the actual standard you're being measured against.
The time saving in audit prep is significant, but the value only materialises if the audit itself goes better. Track audit outcomes, not just prep time.
The most valuable output is a gap analysis — 'here are the criteria we do not have clear evidence for' — rather than a summary of what you do have. Design the AI task around finding gaps, not confirming coverage.
Experiment starter: Before the next scheduled internal audit, use an LLM to map available evidence documents against the audit criteria checklist and identify gaps. Have the audit lead validate the gap list. If the AI identifies 80%+ of the gaps the audit lead would have found independently, it earns its place as a first-pass tool.
Go deeper in the playbook
Section — Opportunity Identification, including the AI Opportunity Assessment ScorecardSection — The Experimentation FrameworkThis is an augmentation opportunity — see the relevant playbook section for how to approach it.More in Operations & Compliance
Meeting note summarisation and action extraction
Convert meeting transcripts or recordings into structured summaries with decisions, actions, and owners. Available within minutes of the meeting ending.
Health and safety document review
Review risk assessments, method statements, and safety policies against regulatory requirements and company standards. Flags gaps for human review.
Incident report drafting
Draft structured incident reports from operator notes and system data. Ensures consistent format and completeness. Reviewer edits and signs off.
AI Transformation Playbook
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