ClarWorks

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Cost of Manual Work — Aviation

See what repetitive manual work is costing Aviation teams each year — where mRO operations are paper-and-PDF heavy — task cards, NRCs, sign-offs, and parts-traceability records create a brittle audit trail.

What this means for Aviation

  • MRO operations are paper-and-PDF heavy — task cards, NRCs, sign-offs, and parts-traceability records create a brittle audit trail.
  • Aircraft-on-ground (AOG) events cost $10K-$150K per hour and the parts-positioning logic to prevent them lives in tribal knowledge in two senior planners.
  • Regulatory burden (FAA, EASA, CAA, Part 145, Part 121) is sustained and the cost of a finding is operational disruption plus reputational damage.

Where it pays to act

  • Predictive-maintenance AI on engine and airframe sensor data (the Delta TechOps and engine-OEM playbook), plus MRO-shop-floor scheduling AI.
  • AOG-prevention AI — parts-positioning, supplier-lead-time prediction, and the workflow that pre-stages high-risk parts at base airports.

Adjust the inputs to match your Aviation team.

4
12
6 min
₹500
10%
₹3 L

What manual work costs you

Annual cost

₹6.6 L

People-weeks / year

33

Recoverable via automation

₹4.62 L

Payback

7.8 mo

What this means

Aviation teams lose 33 people-weeks a year to this work — about ₹6.6 L. Automating the routine ~70% recovers ₹4.62 L a year.

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Cost of manual work — summary

Annual cost of manual work₹6.6 L
People-weeks lost / year33
Recoverable via automation₹4.62 L
Estimated payback7.8 months

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