Case Studies

Real operators. Real results.

See how production teams deploy Build Your Own Model to capture millions in value, detect failures days before they happen, and eliminate manual surveillance gaps.

More Case Studies
Quantified Value
Three models. $4M in six months.
Real operator use cases across just 3 models showcase $4M in value over 6 months. Each model finds issues hours or days before they occur.
Liquid Loading / Paraffin / Plugged Choke
Early Detection
31 hours before alarm on liquid loading.
Tasq detected pre liquid loading signatures across 50 events per month, giving operators 31 hours of lead time before alarm threshold.
50 events/month / $3,255 to $9,352 per event
Paraffin Detection
8 days before alarm on paraffin buildup.
Paraffin build in tubing detected 8 days ahead of production variance. 10 events per month identified across gas lift wells.
8 day lead time / 192 hr detection cycle
Data Integrity
Stop relying on manual data entry.
Tasq automated detection found between 1.5x and 4x more dump valve failure events than manual logging captured.
Jul: Manual 5 vs Tasq 80 / 16x improvement
Plugged Choke
40 hours before alarm on plugged chokes.
15 plugged choke events per month detected 40 hours before alarm. Value: $8,333 to $12,667 per detection.
15 events/month / 40 hr lead time
Setpoint Optimization
45 wells. +221 BOE/d. $380K per month.
Tasq sends setpoint recommendations that are instant value with low human effort. 68% setpoint jobs, 32% equipment. 90% model accuracy. +15% normalized oil production post Tasq.
45 wells / +221 BOE/d / $380K/mo
Results Summary
12x ROI. Deployed across 2,500 wells.
15% production increase on optimized subset. Through better models to identify and recommend work, operations is positively impacted. Cycle time down 25%, deferment down 15%, work reduction 20 to 50%, automating 1 FTE of downtime.
2,500 wells deployed / 12x ROI / 15% uplift on subset
Setpoint Optimization
11% production increase on DT pad.
Learns from optimal setpoints through clusters, projections, and limits. 94% reduction in work. Line pressure events increased production by 23% on the most unreliable pads. Results decreased well visits and CygNet touches.
GAPL 15% / Plungers 10% / 94% work reduction
2026 Trial Results
$500K in month 1 and 2. 5 BYOM models deployed.
Core models validated by engineers vs internal surveillance. 5 models built and deployed by client: plunger behavior, casing rising on GL, gas lift circulating, injection setpoint drift, injection setpoints to compressor output. Additional 1,500 BOE/day (3x) in uncovered opportunity.
Core Models / BYOM / Downtime Automation
Setpoint Optimization
11% uplift. +410 mscf/d. 19 wells. $180K/mo.
Recommendations are instant value with low human effort. Results validated by field. 56 BOPD increase across 19 wells. High line pressure events identified and resolved.
11% Uplift / +410 mscf/d / 56 BOPD / 19 wells
Results & Opportunity
$7.5M/yr from 2 model implementations. 10x ROI.
Trial result Q4 2022. Optimization model on 30 wells, deferment model on 300 wells. 14% uplift on 30 wells. 30% deferment reduction across 500 wells equating to reducing from 38 mmcfd to 31 mmcfd for the year.
Optimization $2M / Deferment $5.5M / Trial $0.8M