
RESEARCH
1 Aug 2025
Machine learning tools help US shale operators predict which legacy wells still justify another frac

TECHNOLOGY
11 Jun 2025
ML helps operators target shale refracs with more confidence, cutting guesswork though results vary by dataset

PARTNERSHIPS
16 May 2025
A new 15,000-psi liner hanger highlights how refrac technology is evolving as operators chase more value from mature shale assets
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