A decision-focused report
Confirmed KPIs, useful comparisons, clear filters and supporting detail. The number of sources and report views follows the agreed scope.
Operational analytics by industry
Solutions built around your operating decisions
Explore business questions, useful sources and report examples across eight industries. Start with a focused decision and expand the reporting when the data supports it.
The sector changes the question — the evidence still matters
A useful dashboard connects the decision to an agreed measure and the source records behind it. A retailer’s product margin, a hotel’s room revenue and a contractor’s open commitments need different definitions, even when the same reporting tools are used.
The examples below illustrate the reporting approach with synthetic data. They do not represent customer results, implementation references or industry certifications. Each dedicated solution page explains the source requirements, calculation rules and limitations in more detail.
Wholesale & distribution
Understand margin, stock and customer contribution
A distributor’s sales total can grow while margins weaken or stock becomes harder to move. Connect accepted invoice lines, product costs and inventory records to see how those changes relate.
Begin with a focused product or customer review. Wider reporting can connect margin, demand and stock cover once stable identifiers, cost coverage and movement history are confirmed.
Questions worth investigating
- Which products contribute gross profit rather than revenue alone?
- Which accounts are growing, declining or concentrating revenue?
- Where is stock cover high, and which items need replenishment?
Hotels & hospitality
Read occupancy and room rates in context
A fuller property is not necessarily earning more per available room. Occupancy, average daily rate and RevPAR provide complementary views of room performance when capacity and revenue definitions are aligned.
Compare periods, properties and booking channels using room-night and room-revenue data. Add commissions and operating costs when the business question is about profitability rather than room revenue.
Questions worth investigating
- How do occupancy and achieved room rates move together?
- Which channels contribute revenue before and after agreed costs?
- Are property comparisons using consistent available capacity?
E-commerce
See what remains after refunds and product costs
Order totals can hide discounts, refunds and an uneven product mix. An e-commerce report starts with an agreed net-sales definition, then connects order lines and product costs to explain category contribution.
Channel reporting is added when attribution and source matching are clear. Attributed sales describe an assignment rule; they do not prove which activity caused an incremental sale.
Questions worth investigating
- Which products generate sales but leave weaker gross margin?
- How much of reported sales is affected by refunds or discounts?
- How do order value and product mix change across periods?
Manufacturing
Bring output, quality and material readiness together
Completed quantities alone cannot explain plan performance. Production records, rejected output, downtime and material availability describe different parts of the operating picture.
Start with one line or product group and compare the accepted measures. OEE requires appropriate time, cycle-rate and quality inputs; it cannot be inferred from a sales or inventory export.
Questions worth investigating
- Which production orders are behind the agreed plan?
- Are shortages and late receipts concentrated in specific materials?
- Are quality losses or rework visible in the accepted records?
Retail & multi-store businesses
Compare stores without losing the product detail
Store revenue can reflect different assortments, opening schedules and discounting. Useful comparisons keep net sales, product contribution and stock exposure connected, with explicit comparable-store rules.
Begin with POS lines, store identifiers and item costs. Current stock and replenishment questions require actual balances or movement history, rather than assuming that the POS export describes availability.
Questions worth investigating
- Which stores and categories contribute gross profit?
- Are comparable stores being measured across similar trading days?
- Where do stock exceptions coincide with changes in sales mix?
Logistics & transport operations
Separate workload, reliability and operating cost
More completed jobs do not automatically mean better service. Compare throughput, eligible on-time deliveries and open work using an agreed definition of the delivery promise.
Dispatch records support reliability questions when promised and completion timestamps are available. Cost, distance and utilisation questions need additional sources and appropriate allocation rules.
Questions worth investigating
- Where are late jobs concentrated by service or location?
- Is backlog increasing even when completion volume grows?
- Which operating costs can be reliably linked to a job or route?
Professional services
Connect project income with delivery effort
Billed revenue alone does not establish which projects contribute the most. Time entries, agreed cost rates, invoices and collections can bring delivery economics into a clearer management view.
Start with project or client-level measures. Use aggregate reporting where it answers the question, and document overhead allocation before comparing project contribution or utilisation.
Questions worth investigating
- Which projects consume more effort than their agreed plan?
- How concentrated is revenue across major clients?
- Where do overdue balances create collection exposure?
Construction & project businesses
Distinguish actual costs from commitments
Approved budgets, supplier invoices and open purchase orders describe different positions. Keeping them separate helps avoid counting the same cost twice or overlooking committed spending.
Progress and forecast final cost require additional accepted assumptions. Spending to date is not a substitute for measured physical completion or certified project valuation.
Questions worth investigating
- How do actual costs compare with the accepted budget version?
- What remains committed but not yet invoiced?
- Which project exceptions need commercial or finance review?
What a scoped solution brings together
Traceable calculations
Revenue, cost, date and grouping rules are agreed before interpretation. Missing fields and records outside the scope are documented.
A practical interpretation
Written observations connect measured patterns to management questions. Assumptions and evidence are kept visible alongside the charts.
Start with your business question
Tell us what you need to understand and what data is available. We will review feasibility before confirming scope.