Production-grade GenAI and machine learning for institutional finance and advanced manufacturing — documents, sensor streams and operational data turned into answers leaders can act on.
Financial decisions audited by regulators. Production lines measured in microns. The discipline is the same: ground every answer in source data, validate relentlessly, ship what an expert will trust.
Cited answers from filings, CIMs and holdings data — for pension funds and institutional investors.
Predictive quality, machine health and chat-with-your-plant for battery and automotive manufacturing.
Not a notebook and a slide deck. Data plumbing, model serving, evaluation and the MLOps that keeps it running.
Retrieval-augmented and agentic systems — LlamaIndex, LangChain, AutoGen — with evaluation harnesses, not vibes.
Gradient-boosted models and vision transformers for quality, failure and yield.
Databricks, Snowflake, Azure AI Foundry, SageMaker, Kubernetes — lakehouse and streaming at scale.
Kafka, Spark, Flink, MQTT, OPC UA — batch pipelines made real-time across the ISA-95 stack.
MLflow, serving, fine-tuning, caching, CI/CD and RBAC — the backbone that makes a demo dependable.
Vendor-neutral: use-case selection, build-vs-buy, and a staged roadmap your team can execute.
Start from the decision someone must make — an allocation, a line stoppage, a sign-off — and work back to the data and model that would change it.
A focused proof-of-concept on your real documents and streams, inside your environment, scored against ground truth.
Serving, monitoring, access control and streaming plumbing that hold up as load and data drift.
Documentation, mentoring and hiring support so your team owns and extends the system.
"Integrated electron-microscope and real-time sensor data to predict how foreign-material contamination shortens battery life — turning a four-week root-cause investigation into minutes, and saving roughly $5M a quarter."
A 30-minute working session on a real use case — the data, the model, the path to production. No pitch deck.