Data Science & AI

Practical AI workflows that accelerate subsurface decisions.

Tachyons blends domain expertise with scalable analytics to automate QC, standardize workflows, and deliver executive-ready dashboards. Our AI/ML models are engineered to improve quality, reduce cycle time, and unlock faster, defensible decisions across the subsurface value chain.

Outcome

Quality uplift

Automated QC flags, anomaly detection, and uncertainty control embedded in every workflow.

Outcome

Cycle time cut

Repeatable pipelines compress interpretation and reporting timelines.

Executive subsurface decision dashboard with clean charts, well performance trends, and anomaly alerts on a dark console interface
QC • ML Scoring • Forecasting Live decisions

Automated QC & workflows

Rule-based and ML-driven QA checks for logs, cores, and production data with audit-ready reporting.

Tier 1

AI/ML for subsurface

Lithology and facies classification, log prediction, and production forecasting aligned to business KPIs.

Tier 2

Scalable data management

Integrated data lakes, metadata governance, and versioned workflows built for multi-asset portfolios.

Tier 3

Decision dashboards

Interactive dashboards that connect subsurface models to economics, reserves, and development readiness.

Tier 4
Minimal technical workflow diagram showing data ingestion, QC automation, AI modeling, and decision outputs

Integrated disciplines, single workflow spine.

Petrophysics + Reservoir Engineering + Data Science delivered in one governed pipeline.