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Wireline Services Case Study
Cut Mobilization Delays by 47% with AI-Powered Dispatch
The Challenge
A wireline services company was turning down jobs they could have taken. The dispatch team was using spreadsheets, phone calls, and instinct to schedule crews.
- Crews were sitting idle while jobs went unstaffed. The dispatcher in one district didn't know that a crew in another district finished early and could swing over. Jobs got declined.
- Mobilization delays averaged 4.2 hours. Wrong gear loaded, missing personnel certifications, conflicting customer call-outs.
- No skills matching. Crews were assigned by proximity, not by qualifications. A premium PLT job sometimes went to a crew without the right certifications, requiring a swap mid-mobilization.
- Customer complaints were rising. Operators wanted more transparency on ETAs and crew details.
The Solution
OpsFlo deployed in 8 weeks with a focus on the AI Decision Engine:
- Scheduling & Dispatch module with AI optimization across all 3 districts and 22 crews
- AI Decision Engine trained on historical job data, crew certifications, equipment availability, and customer preferences
- Field Execution Engine for mobile crew assignments with full job context
- Asset Intelligence for real-time equipment readiness across all yards
- Analytics & Reporting dashboard for the COO
The Results
After 9 months:
- Mobilization delays dropped from 4.2 hours to 2.2 hours (47% reduction)
- Jobs per crew per week rose from 2.8 to 6.4 (2.3x improvement, driven by less downtime between jobs)
- $620K in previously declined jobs were captured - the AI found crew capacity invisible to the human dispatcher
- Customer NPS rose from 42 to 71 - driven by accurate ETAs and proactive communication
- Dispatcher headcount stayed flat despite a 38% increase in job volume
Key Impacts
47%
Reduction in Mobilization Delays
2.3x
Improvement in Jobs-per-Crew-per-Week
$620K
Recovered Revenue from Declined Jobs
“Our dispatchers used to be air traffic controllers with no radar. They were doing heroic work with no visibility. OpsFlo's AI doesn't replace them, it gives them the picture they always needed. We're running 38% more jobs with the same dispatch team because we stopped leaving crews on the bench.”
Chief Operating Officer
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