Operations & Compliance
Food waste prediction and reduction
Predict food waste volumes by product, location, and day to optimise ordering, preparation quantities, and markdown timing. Reduce waste cost and environmental impact.
30–50%
reduction in food waste
Opportunity assessment
Moderate impact. Meaningful cost or revenue improvement, likely noticeable at function level but modest relative to total business scale.
Moderate effort. Requires configuration, prompt engineering, and testing. A capable team can get there but expect several months.
Demanding data requirements. Relies on clean, integrated data across multiple systems. Significant data preparation work typically needed.
Low risk. Limited external exposure. A human reviews output before it reaches anyone outside the team.
Moderate people impact. Part of someone's working day changes. Requires training and some adjustment time, but roles remain broadly the same.
Tooling required
Things to consider
IKEA deployed Winnow's AI-powered food waste tracking (computer vision and scales) across all stores worldwide, cutting food waste by 54% and saving over $37 million (Winnow).
The first step is accurate measurement — most food businesses don't know how much they waste by product and day. Computer vision waste tracking provides this baseline automatically.
Reducing waste requires changing preparation and ordering behaviour, not reporting. The system must influence decisions (how much to prep, when to markdown) not retrospectively report what was thrown away.
Experiment starter: Install waste tracking at one location for 4 weeks to establish a baseline. Identify the top 5 waste categories by cost. Adjust preparation quantities based on the data and measure waste reduction over the following 4 weeks.
Go deeper in the playbook
Section — Opportunity Identification, including the AI Opportunity Assessment ScorecardSection — RAG and Knowledge Systems: Unlocking Proprietary DataThis is an decision support 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.
Audit preparation and evidence synthesis
Collate and summarise evidence packs for internal and external audits. Identifies gaps against audit criteria before the auditors arrive.
AI Transformation Playbook
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