We have expertise that can assist with infrastructure decision making to meet your objectives.

Focus Areas

These focus areas describe layers of the modern compute stack that our team can be deployed to improve and optimize. Our team members have experience managing sophisticated architectures and constantly review state-of-the-art technologies.

Environmental

This focus area includes a comprehensive review of your existing infrastructure or proposed changes to your compute stack. Our team has worked in a variety of complex environments and can help with reliability, cost optimization, variable procurement models and the build of customized production, development and test environments. Our expertise covers all the essential areas that are required to support modern AI based applications including: DevOps, MLOps, and CICD.

Desirable when you are building or planning to change the environments that host your application.

Computational

This focus area entails a review of workflows that support and run your AI models. Our team has experience working with intricate workflows and can match environments with compute tasks to positively impact cost and performance while considering your budget. We have extensive experience with distributed algorithms and other techniques to help with more modest compute requirements.

Makes sense when assistance is needed to model deployment, performance tuning and other compute centric tasks.

Pipelines and Processing

This focus area is concerned with aspects of data and application management. We have experience building robust pipelines to support data movement, transformation, retention, feature engineering and other data related activities. Our experience in application management extends into monitoring, quality control and task orchestration.

Ideal when you need to focus on aspects of data security, governance, movement and the like.

Data Persistence

This focus area involves an audit of your data storage choices, how they are integrated into your various workflows and the impact of other internal policies on your choices (PII, retention, etc.). We’ve used almost every commercial solution and open source RDBMs and can help recommend the ideal choice for your organization.

Best leveraged when persistence methodologies need to be implemented or a review of your existing stack is required.