Amidst the excitement around modern AI models, we stay grounded in our roots of traditional data and machine learning engineering. We understand that the bright and shiny new app might not be the right tool for the job and take a pragmatic approach to developing solutions for our clients. 

Exceptional results

When it comes to knowledge base development, we deliver outstanding results with advanced indexing and embedding techniques coupled with state-of-the-art database systems. Our team work closely with you to understand your organizational needs and create structured knowledge systems that make information easily discoverable. From taxonomy design to metadata optimization, we implement cutting-edge strategies to enhance information accessibility and improve user experience.

Business Intelligence

When it comes to knowledge reliability, we implement comprehensive safeguards through advanced techniques like critic-actor frameworks, where specialized verification agents continuously monitor and validate system outputs. Our team meticulously design multi-stage verification pipelines that catch and filter potential hallucinations before they reach end users. From constitutional AI principles to bounded rationality constraints, we employ cutting-edge strategies to maximize accuracy and minimize false information generation. We also employ guardrails to ensure safety and responsible deployment of any AI systems.

Machine Learning

Your business challenges often require sophisticated analytical solutions beyond basic reporting. Our data science team leverages traditional machine learning techniques that have proven their worth in production environments. From clustering algorithms that reveal hidden patterns in your customer base to classification models that automate decision processes, and robust outlier detection systems that protect your operations, we implement solutions that deliver measurable business value. We don't just build models – we create production-ready ML systems that integrate seamlessly with your existing infrastructure, complete with monitoring, maintenance, and performance optimization to ensure long-term success.