Finance & Reporting
Channel and store profitability analysis
Allocate costs properly across channels, stores, and customer segments to show true contribution, including fulfilment, returns, and service costs that headline margin reporting usually hides.
1–3%
improvement in net contribution through reallocation
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
Returns and fulfilment costs are usually pooled centrally, which flatters online and penalises stores or vice versa. Allocating them properly frequently reverses which channel management believed was profitable.
Allocation methodology is a political decision as much as a technical one. Agree the basis with the executive team before producing numbers, or the debate will be about the method rather than the finding.
Present contribution rather than fully absorbed profit for decision-making. Allocated fixed cost tells you very little about what happens if you close something.
Experiment starter: Rebuild one quarter's channel P&L with fulfilment, returns, and service costs allocated at order level. Show the executive team the difference against the reported view before deciding whether to adopt it.
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 Finance & Reporting
Period-end commentary drafting
Convert financial data into narrative commentary for management accounts. Finance team reviews and adjusts. Eliminates the blank-page problem at month end.
Invoice exception identification
Flag invoices with missing PO references, duplicate submissions, price variances, or unusual payment terms before they reach approval.
Contract data extraction
Extract key commercial terms from supplier and customer contracts — payment terms, renewal dates, liability caps, exclusivity clauses — into structured records.
AI Transformation Playbook
Ready to assess your own opportunities?
The playbook gives you the full 150-opportunity directory, scoring tools, and 100+ templates for every stage of an AI transformation programme.