Research & Insights
Edition 2026 · ongoing research

Technicians do not lose time on technology. They lose it finding knowledge.

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Research footprint
Aggregated · never traceable
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Four leaks, one cause.

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Combined: {{ P.leakage.total }}
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Thousands of questions, a handful of patterns.

What technicians ask, how often they ask it, and where the answers come from — that is where this research stops being a summary and starts being useful. The rest of the report opens with your email.

Free access

This is where the benchmark gets more useful.

Continue with the complete service benchmark, deeper operational findings and the interactive company comparison.

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Thousands of questions, a handful of patterns.

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No technician works with one brand any more.

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Demand follows the working day, not the office day.

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2026 Field signal

The technical knowledge mix is changing.

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Outlook
{{ P.shift.outlook }} Growth percentages for 2026 will be published only once the dataset supports them; until then, direction only.

What we see changing in recent months.

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Full benchmark

Six measures, fully open.

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median
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Your service team

See where you sit against the benchmark.

Type your own values, or drag the marker along any scale. Nothing is stored or shared.

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median
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Stronger teams
Industry range
Improvement opportunity
Derived · recoverable capacity
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Small print, big deal
Based on the values you entered. This is not an audited performance assessment and is not independently verified. The industry distribution comes from our benchmark; your position comes from your input.
Knowledge resilience

How resilient is your technical knowledge?

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Knowledge Resilience Score
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/ 100
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Methodology

Measured does not equal modelled.

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Values marked with ° are sample values pending the new industry dataset and are CMS-editable. Individual technician or customer behaviour is never published or exposed.

Turn technical knowledge into something your whole team can use.

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