Operating effort
Measure investigation, coordination, reporting, and escalation hours. Separate time recovered from payroll or contractor costs actually avoided.
Pion | Client value and ROI
Judge the result against the full cost.
Pion's intended value is lower operating effort, improved service continuity, and greater capacity. A client business case must establish those benefits using the client's own baseline and the full cost of the proposed scope.
Three places to measure value
A client business case starts with its own incident history, operating costs, and service requirements. The value of a proposed improvement depends on what changes in that environment.
Service continuity
Measure recovery time, service availability, and avoidable disruption. Use defensible loss or margin estimates and avoid adding the same incident cost twice.
Growth capacity
Measure additional sites, assets, or accounts supported with the available team. Convert capacity into financial benefit only when the business can use it.
An example of capacity recovered
The figures below are hypothetical inputs showing how to evaluate effort. They are not Pion results, a savings forecast, or a price quotation.
Illustrative input
Annual incident volume
Assumption or calculation
12,000 incidents
Illustrative input
Current handling effort
Assumption or calculation
2.0 staff hours per incident
Illustrative input
Illustrative future effort
Assumption or calculation
1.5 staff hours per incident
Illustrative input
Annual time recovered
Assumption or calculation
12,000 x (2.0 - 1.5) = 6,000 staff hours
Illustrative input
Illustrative loaded labor rate
Assumption or calculation
$75 per hour
Illustrative input
Value of capacity recovered
Assumption or calculation
6,000 x $75 = $450,000 per year
| Illustrative input | Assumption or calculation |
|---|---|
| Annual incident volume | 12,000 incidents |
| Current handling effort | 2.0 staff hours per incident |
| Illustrative future effort | 1.5 staff hours per incident |
| Annual time recovered | 12,000 x (2.0 - 1.5) = 6,000 staff hours |
| Illustrative loaded labor rate | $75 per hour |
| Value of capacity recovered | 6,000 x $75 = $450,000 per year |
The $450,000 represents the value of available staff capacity. It is not automatically cash savings. Financial benefit depends on demonstrable uses such as avoided overtime, avoided hiring, or additional gross profit, without counting the same recovered hours more than once.
Include the full cost of achieving the benefit
Evaluate the same scope and period on both sides of the calculation. Year-one costs should include the initial work and the ongoing costs incurred during that year.
Initial costs
Implementation, integration, configuration, training, internal project time, and the validation work required for the agreed scope.
Ongoing costs
Software licensing, hosting where applicable, support, administration, connector maintenance, and continuing operating effort.
Measure
Year-one net benefit
Consistent calculation
Realized year-one benefit - all year-one costs
Measure
Year-one ROI
Consistent calculation
(Realized year-one benefit - all year-one costs) / all year-one costs
Measure
Payback
Consistent calculation
The point when cumulative realized benefits exceed cumulative costs
| Measure | Consistent calculation |
|---|---|
| Year-one net benefit | Realized year-one benefit - all year-one costs |
| Year-one ROI | (Realized year-one benefit - all year-one costs) / all year-one costs |
| Payback | The point when cumulative realized benefits exceed cumulative costs |
Use cash flows to assess cash payback. A simple implementation-cost divided by monthly net-benefit estimate is appropriate only when the monthly benefit is sufficiently stable and includes ongoing costs. Keep unconverted capacity value visible as a separate operational measure.
What to measure
Five baselines, and where each one is found.
A business case is only as good as the baseline under it, so the brief names the evidence a client already holds for each input.
Baseline input
Labor cost
Measurement
Hours by incident type × loaded hourly cost
Client evidence
Tickets, time entries, schedules
Baseline input
Downtime cost
Measurement
Minutes × revenue/output/margin exposure
Client evidence
Production, sales, SLA, availability records
Baseline input
Tooling and administration
Measurement
Licenses, integration, reporting, maintenance
Client evidence
Contracts, invoices, administrator time
Baseline input
Expansion cost
Measurement
Incremental staff and management per new site/client
Client evidence
Hiring plan, coverage model, onboarding history
Baseline input
Revenue impact
Measurement
Retained revenue + incremental gross profit
Client evidence
Renewals, churn, SLA credits, new services, capacity
| Baseline input | Measurement | Client evidence |
|---|---|---|
| Labor cost | Hours by incident type × loaded hourly cost | Tickets, time entries, schedules |
| Downtime cost | Minutes × revenue/output/margin exposure | Production, sales, SLA, availability records |
| Tooling and administration | Licenses, integration, reporting, maintenance | Contracts, invoices, administrator time |
| Expansion cost | Incremental staff and management per new site/client | Hiring plan, coverage model, onboarding history |
| Revenue impact | Retained revenue + incremental gross profit | Renewals, churn, SLA credits, new services, capacity |
Agree the measures before the pilot
The evaluation should compare like-for-like incident classes and operating conditions. Record the baseline, target, observed result, and evidence source so a client can decide whether expansion is justified.
Measure
Handling effort
Client evidence
Incident records and staff time
Meaning to establish
Hours recovered and any actual cost avoided
Measure
Recovery time
Client evidence
Incident and availability records
Meaning to establish
Faster restoration and defensible business impact
Measure
Reporting effort
Client evidence
Preparation and review time
Meaning to establish
Administrative effort recovered without counting it twice
Measure
Repeat incidents
Client evidence
Recurrence within an agreed period
Meaning to establish
Repeat work or disruption avoided
Measure
Escalation share
Client evidence
Specialist involvement by incident class
Meaning to establish
Changes in senior support workload
Measure
Coverage capacity
Client evidence
Sites, assets, or accounts per operator
Meaning to establish
Additional scope supported at an acceptable service level
Measure
Control and evidence
Client evidence
Approval records and verification results
Meaning to establish
Authorized actions, defined exceptions, and complete closeout
| Measure | Client evidence | Meaning to establish |
|---|---|---|
| Handling effort | Incident records and staff time | Hours recovered and any actual cost avoided |
| Recovery time | Incident and availability records | Faster restoration and defensible business impact |
| Reporting effort | Preparation and review time | Administrative effort recovered without counting it twice |
| Repeat incidents | Recurrence within an agreed period | Repeat work or disruption avoided |
| Escalation share | Specialist involvement by incident class | Changes in senior support workload |
| Coverage capacity | Sites, assets, or accounts per operator | Additional scope supported at an acceptable service level |
| Control and evidence | Approval records and verification results | Authorized actions, defined exceptions, and complete closeout |
External benchmarks
Published research, quoted as such.
None of these measures Pion. They are the third-party findings the brief cites to support the direction of value, reproduced with their attributions.
Splunk and Oxford Economics reported that resilience leaders recovered 28% faster from application or infrastructure downtime and 23% faster from cybersecurity incidents than other surveyed organizations. This supports using MTTR improvement as a core economic measure.
Splunk and Oxford Economics, “The Hidden Costs of Downtime,” 2024.
Microsoft and LinkedIn reported that 90% of surveyed AI users said AI helped them save time, while 59% of leaders worried about quantifying productivity gains. Pion addresses that gap by connecting time savings to observable operational outcomes.
Microsoft and LinkedIn, 2024 Work Trend Index Annual Report, 8 May 2024.
IBM reported that 63% of breached organizations studied lacked AI governance policies and that shadow-AI-related breaches added as much as $670,000 to average breach cost. Pion's governed action model is intended to avoid treating uncontrolled AI access as operational authority.
IBM, “What data leaders need to know from the Cost of a Data Breach Report 2025,” 12 November 2025.
A useful pilot begins with an agreed business question
Select a bounded operating problem, establish its present cost and effort, and define what would justify continuing. Pion should be evaluated against those measures as connected capabilities become available.