The management view
One view over the operation, built from the work itself.
The agents write structured records as a byproduct of quoting and servicing machines. The management view reads those records. Nobody fills in a dashboard.
The numbers a service director actually asks for.
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01
First-time fix rate
76%91 of 119 closed tickets · July 2026The share of calls resolved in one visit by one engineer, shown with the number of cases behind it.
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02
Warranty vs billable mix
Which service calls earned revenue and which were covered, per period.
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03
Warranty leakage
5 reportssurfaced for review · July 2026Machines serviced free after their warranty expired, with the list of cases behind the number.
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04
Time per service call
4.5 h median57 reports with recorded hours · July 2026Median hours on site, with the distribution, from the engineers' own reports.
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05
Recurring failures
What keeps failing, grouped by machine model family, with the fixes that resolved it.
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06
Parts backlog
39 partsflagged, not yet fitted · July 2026Parts identified on site and promised, but not yet fitted.
Behind every number, the records themselves.
Tickets run from created to resolved to closed, with stuck cases counted. Engineer adoption is tracked from registered to working. And every figure opens into the underlying records: each machine with its service reports, each customer with live service counts, each ticket with its conversation, and the signed report PDFs themselves. The view is read-only and scoped by geography.
Every rate is shown with the number of cases behind it.
We would rather show a small honest number than a large hollow one. As the agents handle more of the work, the numbers grow on their own, because the records are a byproduct of the work itself.
This is what turns service from a cost center into a product.
- 40–50%+ of an equipment maker's profit comes from aftermarket service & parts
- 2.5–4× the operating margin of new-equipment sales
- 3 stages cut the cost of service, recover the leaking revenue, then sell service as a product
Margin figures: McKinsey · Deloitte · BCG
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01
Lower the cost of service
Routine issues get resolved over chat before anyone is dispatched. The engineers who do travel arrive with the machine's history and the likely fix, so first-time fix rates go up and repeat visits by senior engineers go down.
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02
Recover the leaking revenue
Parts and consumables identified during a repair get quoted and ordered in the same conversation, instead of leaking to grey-market suppliers while the request sits in an email thread. This is what we are building next inside the service agent.
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03
Sell service as a product
Once an OEM can see and predict what fails across its fleet, it can price contracts on machine uptime rather than on visits and parts, which today only the largest manufacturers can offer. The management view is where that visibility lives.