An AI-powered platform designed to help Oil & Gas companies produce clean energy at a profit by leveraging Energy AI and advanced computer vision technologies to automate HSE (Health, Safety, and Environment), ESG (Environmental, Social, and Governance), and operations. The company empowers energy companies to build a net-zero future while ensuring sustainability and regulatory compliance.
Object Detection and Segmentation AI Solution
Client
US-based cutting-edge clean energy technology provider on a mission to transform the Oil&Gas industry’s environmental impact while ensuring business growth and profitability
Services
Software Engineering, Data Engineering, Machine Learning, DevOps Engineering, MLOps Engineering, Project Management, UI/UX Design, Quality Assurance
Industries
Oil and Gas, Energy and Sustainability, Artificial Intelligence, IT Services and IT Consulting
Role
Full cycle development from requirements discovery and specification, architecture to deployment, monitoring & support.
Technologies
Airflow, AWS CDK, Terraform, Pytorch, Django, Python, Computer Vision, Docker, Google BigQuery, AWS Athena, AWS Lambda, AWS S3, AWS RDS, MongoDB, AWS Sagemaker, Pandas, Numpy, PostgreSQL, Bash
Data Pipeline
Airflow, AWS CDK, AWS S3, Google Bigquery, MongoDB, NFT, AWS Lambda, Django, Python, Pandas, SQL, PostgreSQL,
AWS Athena, AWS Aurora, Bash
AWS Athena, AWS Aurora, Bash
Computer Vision Models Development and Improvement
Python, PyTorch, CUDA, Nvidia Jetson, NumPy
MLOps Infrastructure Implementation
Terraform, AWS Sagemaker, AWS Cloudwatch, AWS EventBridge, Nvidia Jetson, Docker, Bash
Research & Development
Our AI software consulting team worked closely with the customer to thoroughly understand their goals and requirements. In the Research & Development phase, we conducted in-depth analyses of the oil and gas industry’s pain points and identified opportunities where AI and computer vision could make a significant impact.
During this phase, we collaborated with experts from the customer side to design a comprehensive data pipeline capable of processing real-time data from optical sensors installed on oil and gas sites. The data pipeline was engineered to generate publicly traded energy certificates, providing real-time proof of sustainability and supporting the customer’s mission to facilitate a net-zero future.
In addition, our AI experts developed and enhanced cutting-edge computer vision models to detect critical events such as pop-off incidents, liquid leaks, smoke, fire, and safety compliance issues. These AI models leveraged advanced techniques in object detection and segmentation, offering real-time visual VOC Gas Leak Detection and quantification, while also autonomously verifying if employees on-site were wearing the required PPE, including hard hats.
Result
Our team collaborated closely to explore innovative solutions and address the unique challenges faced by the oil and gas industry. Key outcomes of this phase include:
Customized Data Pipeline: We successfully designed and implemented a highly customized data pipeline from scratch. This pipeline efficiently processed real-time data collected from optical sensors installed on oil and gas sites. By leveraging innovative technologies, we ensured data integrity, security, and seamless data flow.
Cutting-Edge Computer Vision Models: Our team developed and enhanced cutting-edge computer vision models which offered instantaneous detection of critical events such as pop-off incidents, liquid leaks, smoke, fire, and more.
Efficient MLOps Infrastructure: By designing and implementing a robust MLOps infrastructure we enabled the company to streamline model training, deployment, and monitoring. This facilitated swift model updates, and version control, and ensured the overall scalability and security of the AI-powered system.
TESTIMONIALS
Arjo Sinha, Tracir Financial Services
I’m happy with their whole team. The developers are knowledgeable and use state-of-the-art technology, which is necessary for a cloud-based platform like ours.
Michael Zucker, Acrowire
The most impressive thing is the quality of the developers provided by Honeycomb. All have been highly skilled professionals. Also, the responsiveness of our point of contact has been outstanding.
Ilya Abramov, Smart City Service
They are a very high proficiency team that can overcome any technical challenge. High learning skills, flexibility to change working days/hours in order to meet the deadlines.
Shahar Ben David, Mobi – Mobility Insight
Not only did they have excellent leadership, their staff genuinely cared about our project. It always felt like they wanted to help us reach our desired outcomes.
Andrew Howlett, Drawing Managers
Honeycomb Software successfully met deadlines. The project was managed with excellent communication.
Their team was great.
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