Start with a workflow, not a company-wide percentage
Choose a bounded process: enquiry qualification, itinerary preparation or a particular servicing request. Establish its monthly volume, average handling effort and the share that follows a reasonably consistent path.
Use a representative sample, including busy periods and exceptions. If the initial estimate is based on staff interviews rather than observed work, label it as an estimate and identify what needs measurement during the audit.
Separate theoretical time from usable capacity
An illustrative calculation might begin with 2,000 eligible enquiries per month and four minutes of avoidable work per enquiry. That suggests approximately 133 hours before allowing for adoption and exceptions. It is a scenario, not an Appnox performance result.
If only half of that opportunity is realised, the capacity recovered would be about 67 hours. Those hours become value only if the team can use them: serving more customers, reducing overtime, improving response quality or avoiding a future staffing increase. They are not automatically a reduction in payroll.
Include the costs that continue after launch
Account for implementation, integration access, model or software usage, infrastructure, maintenance and staff time spent reviewing exceptions. Include the cost of keeping operational knowledge current and supporting the workflow.
One-off development cost and recurring operating cost belong on different lines. A business case should also describe the cost of an error or failed handoff where that consequence is material. Avoid double-counting a benefit as both time saved and additional revenue.
Model a range of outcomes
Build conservative, working and optimistic scenarios using different adoption, exception and eligible-volume assumptions. Show which variables have the largest effect. This helps leadership see whether the proposal is robust or depends on everything going right.
A payback calculation is meaningful only if the annualised net benefit is positive and based on benefits the business can realistically realise. Where the value is improved service quality or resilience, report that directly instead of forcing it into an unsupported revenue number.
Use the pilot to update the model
Before launch, agree which events and outcomes will be recorded. Compare handling time, rework and completion against the baseline using similar cases. Investigate why staff bypass the tool or why requests require escalation.
Do not select only the best examples for a case study. Report the workflow boundary, measurement period and material assumptions so someone else can understand what the result does and does not establish.
What the USD 5,000 audit should produce
Appnox’s Travel AI Systems Audit focuses on a selected operational workflow, stakeholder input, a current-state map, feasibility and risk assessment, an ROI model and an implementation blueprint. The output should make the investment decision clearer, including when process or data work should come first.
Implementation engagements start at USD 25,000. A positive audit finding is not a promise that every workflow can be delivered at the minimum price.
Sources & further reading
External sources support the specific industry context referenced in this guide. The workflow recommendations are Appnox’s proposed approach, not claims of industry-wide results.