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Generative AI in the enterprise is mostly a retrieval problem and an evaluation problem. We help organizations build LLM systems grounded in their data, evaluated continuously, deployed with rigor.
Generative AI in the enterprise is mostly a retrieval problem and an evaluation problem. We help organizations build LLM systems grounded in their data, evaluated continuously, deployed with rigor.
Vector databases, hybrid retrieval, re-ranking, source citation. Evaluated on hold-out sets that look like real queries.
Domain-specific assistants for finance, operations and customer service. Wired into Teams, SharePoint, ServiceNow.
LangGraph for multi-step task automation. Tool use, planning, human approval gates where it matters.
Continuous evaluation pipelines. Hallucination detection. Prompt injection defenses. Audit logs.
LLM-augmented document understanding for project portfolio management. Power Automate flows for status tracking across <100 departments.
PoC: natural-language interface to operational IoT data in MS Fabric for medical devices.
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