Production AI systems for markets, sports, and the enterprise. Three divisions, two operators, one company. Led by Robert D. Scott II (CEO) and Mark Conway (Director of AI).
Recent and prior engagements
Three divisions
One stack. One philosophy. Different domains.
Game predictions and historical odds data for pro and college leagues. Same models, same math we use for markets, pointed at the scoreboard.
Visit Sports → 02 / FinanceTrading systems and research tools. Home of AlphaPy Pro, our modern open-source ML framework, and its 185K-download predecessor.
Visit Finance → 03 / ConsultingGenAI and ML engineering for teams that need the real thing. RAG pipelines, agentic systems, evaluations, observability.
Visit Consulting →Track record
Recent work
Public client names. Outcomes where they're measurable.
Visual AI for in-store compliance
Visual AI models that measure in-store compliance across the chain — store openings, pylon placement, end-of-season resets. Adjacent GenAI and ML projects in Databricks.
Databricks · OpenAI Vision · Postgres
End-to-end Bedrock Agent over a multi-thousand document Knowledge Base
PowerPoint, PDF, and Excel reports turned into a searchable Knowledge Base. OpenSearch vectors, Claude and GPT-4 generation, OpenAI vision for image-content extraction. React + TypeScript chat with LangGraph orchestration and LangFuse tracing.
Bedrock · OpenSearch · LangGraph · LangFuse · Claude · GPT-4
RAG pipeline for a consumer GenAI chatbot
Sentence-transformer embeddings, Postgres pgvector on AWS RDS, LangChain chat with conversation memory. Custom Patronus AI evaluators graded competing LLMs in a GitHub Actions regression suite. Kotlin microservices on EKS with Helm, Argo, PortKey AI gateway.
pgvector · LangChain · Patronus · PortKey · EKS
27% recommendation lift at 3 ms inference latency
Semantic search on T5 + SentenceTransformers + FAISS, with XGBoost learning-to-rank. Neural Collaborative Filtering on Azure Databricks scaled 20× via Petastorm and TorchDistributor. Hourly demand forecast across 2,000 stores on Nixtla.
T5 · FAISS · XGBoost · Databricks · Nixtla
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