Energy

Applied AI

Product & Design

Boosting Efficiency and Reducing Costs Through Applied AI

Drilling teams needed real-time insights to avoid unplanned maintenance and downtime that cost millions. We helped Turnco build an AI-powered platform that connects live drilling sensors and visualizes performance in real time — optimizing operations, improving efficiency, and extending equipment life.

Operational efficiency

through real-time AI insights

Cost and time waste

by optimizing drilling performance

Decision-making speed

by optimizing drilling performance

The Challenge

Real-time AI implementation in drilling operations means connecting live sensor data to decisions that prevent downtime—and Turnco's teams lacked that visibility, leading to unplanned maintenance and cost overruns.

Our team of Arionics embedded within Turnco to understand their operational challenges and innovation goals.

Together, we mapped key needs in performance tracking, real-time monitoring, and data visualization—aligning their business priorities with technical opportunities that could deliver measurable value.

The Approach

During the discovery journey, we applied Design Thinking to shift perspectives, set assumptions aside, and create an open, innovative environment where new ideas could emerge.

Through our discovery insights, we identified the performance tracking and cost-efficiency gaps with the greatest business impact.

By prioritizing these areas, we focused our efforts on optimizing drilling operations through data—transforming performance metrics into actionable intelligence and setting the foundation for AI integration.

The Solution

We transformed insights into a working AI platform that connects drilling sensors and visualizes performance in real time—a clear example of how consulting meets delivery.

This platform empowered Turnco with actionable insights, streamlined reporting, and optimized KPIs, resulting in improved drilling efficiency, cost savings, and a cohesive suite of connected tools for smarter decision-making.

We collaborated with Turnco’s engineering teams to integrate the new platform into their daily workflows.

Our UX designers customized visualization libraries to simplify complex data, while our ML experts analyzed existing predictive models to enhance their accuracy and interpretability.

This integration enabled Turnco to monitor drilling metrics such as pressure, motor performance, and weight-on-bit directly from the field—creating a unified, data-driven reporting system.

The Outcomes

The solution evolved into a connected suite of tools aligned with AI-FIT, Turnco’s motor certification program.

By integrating the new performance platform with AI-FIT, Turnco standardized operations, ensured motors were AI-optimized, and unlocked the ability to scale predictive insights across multiple sites—achieving measurable efficiency gains and sustained cost reductions.

Operational efficiency

through real-time AI insights

Cost and time waste

by optimizing drilling performance

Decision-making speed

by optimizing drilling performance

Arionkoder is everything I couldve asked for. The people I work with are what makes Arionkoder great. Theyve been excellent at meeting deadlines, staying on budget, and communicating with us

Lonnie Smith

Founder

@

Turnco

How we helped:

1.

Aligning Business Goals with Data Opportunities

Connected Turnco’s operational objectives to measurable AI use cases through co-creation and discovery.

2.

Prioritizing High-Impact Challenges

Focused on the performance and reporting areas that could deliver the greatest efficiency gains.

3.

Turning Insights into a Real-Time AI Platform

Built a working prototype connecting sensors to visualize performance and enable faster, better decisions.

4.

Enhancing Predictive Capabilities Responsibly

Assessed and refined existing ML models to improve accuracy and reliability in real-world conditions.

5.

Designing for Adoption and Clarity

Created intuitive dashboards that make complex data actionable for field operators.

6.

Enabling Scale Through Integration

Connected the new platform with AI-FIT, creating a unified, scalable ecosystem of tools.

Team

Product Manager & Facilitator UX/UI Designer Machine Learning Expert Back-End Expert Front-End Expert

Connected Turnco’s operational objectives to measurable AI use cases through co-creation and discovery.

Delivery

UX/UI Design Functional Web Application GitHub Repository Product Documentation

Connected Turnco’s operational objectives to measurable AI use cases through co-creation and discovery.

Get Started

Ready to make AI useful?

Turning bold ambition into lasting impact starts with a conversation.

Turning bold ambition into lasting impact starts with a conversation.

© 2025 Arionkoder. All rights reserved.

© 2025 Arionkoder. All rights reserved.