Consulting services for applied Generative AI solutions using large language models and large multimodal models. Focus is on data transformations and creating cost efficiencies by leveraging GPT-type tools, fine-tuning existing models, building RAG pipelines, and expanding existing product capabilities for clients by implementing cutting edge AI technologies. Initial client industries include education, sports analytics, CRM, publishing, and finance.

Content is a leading indicator. MarketChorus analyzes the interactions between industry news and meaningful cohorts to create business intelligence. We build machine learning and NLP solutions used by publishers, enterprise, and content creators to drive sales and make more informed business decisions. Organizations around the globe use our data-driven analysis to answer questions such as "What CEOs are reading", and "What sustainability trends are top of mind with Global 2000 executives".https://marketchorus.com

Space Agent, created by MarketChorus, is a vertical market application of the MarketChorus audience and content intelligence technology for the vacation rental industry.https://www.spaceagent.io

Engenium was the classic startup story of a product destined to succeed despite a thousand lessons learned. Conceived as my graduate NLP class project and eventually acquired by Kroll in 2006, we built an enterprise search company by bringing one of the first "conceptual" search engines to market. The core technology was an embeddable search engine applying statistical natural language processing with automated and unsupervised learning. By building reduced vector-space models of unstructured text in a scalable way, we were able to learn word-meaning from repositories of customer documents and provide one of the first context (not keyword) based search engines that helped solve business problems. Starting in the Human Capital Management space and moving across Knowledge Management, Defense, and eventually Legal, we stayed alive and won deals away from companies like Autonomy (now HP), Endeca (now Oracle) and Fast Search (now Microsoft) purely on sweat, passion, and coffee.

Analyzing "Big Data" before it was cool - ADS developed algorithms for financial forecasting, data mining, and pattern recognition.

@Simulations Group:Sr. member of research team on DARPA's Artificial Nervous System project, an ultrascale simulation of neural structure and function. @Space Systems:Advanced DSP group applying artificial neural networks to real-time speech and language classifiersANS nostalgia/coverage: