Tech StewardServices
Production AI
The model does less than people expect
Tech Steward builds AI features that can be trusted six months after launch. Deterministic code parses, indexes, and assembles the evidence. The model adjudicates. Citations are checked against the source file before anyone relies on them. One pipeline replaced a manual catalog review that took 14 to 18 business days; the first run sorted 148 failures into 26 clusters with no citation that could not be verified. Earlier work includes search over more than 200 million clinical notes.Retrieval over private data
Azure AI Search over the records a company already has, including custom indexers for collections too large to review by hand.
Answers that can be checked
Language-model workflows on Claude or OpenAI with structured outputs and citations verified against the source.
Applied automation
Document extraction, and assistants such as a Microsoft 365 sales agent built with Copilot, Azure Functions, and Power Apps.
Need an answer the business can stand behind?
Bring the records and the decision the model is supposed to help with.