Ambharii Labs

company

AI & ML interests

Large Language Models, LLM Observability, Production AI, MLOps, AI Safety, Generative AI, Agentic AI, Autonomous Systems, Guardrails, Hallucination Detection, Drift Detection, AI Evaluation, Healthcare AI, NLP, Transformer Models, Open Source AI

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Ambharii Labs

Human-Centered AI · Built for Impact · Production-Proven

We build open-source AI infrastructure that enterprises can trust in regulated industries — healthcare, energy, financial services.

Founded by Anil Prasad, Head of Engineering & Product at Duke Energy. 28 years of production AI across Fortune 100 companies.

Our Products

🔍 ARGUS — LLM Observability

Traces tell you what happened. ARGUS prevents it.

Production LLM output evaluation across six dimensions:

	Dimension	Measures
G	Groundedness	Grounded in context?
A	Accuracy	Factually correct?
R	Reliability	Consistent?
V	Variance	Prompt drift?
I	Inference Cost	Within budget?
S	Safety	PII, injection, toxicity?