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title: Ambharii Labs
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emoji: 🔬
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sdk: gradio
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sdk_version: "4.0"
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app_file: app.py
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pinned: true
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license: mit
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# Ambharii Labs
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**Human-Centered AI · Built for Impact · Production-Proven**
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We build open-source AI infrastructure that enterprises can
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trust in regulated industries — healthcare, energy, financial
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services.
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Founded by [Anil Prasad](https://linkedin.com/in/anilsprasad),
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Head of Engineering & Product at Duke Energy.
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28 years of production AI across Fortune 100 companies.
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---
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## Our Products
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### 🔍 ARGUS — LLM Observability
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> Traces tell you what happened. ARGUS prevents it.
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Production LLM output evaluation across six dimensions:
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| | Dimension | Measures |
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|---|---|---|
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| **G** | Groundedness | Grounded in context? |
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| **A** | Accuracy | Factually correct? |
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| **R** | Reliability | Consistent? |
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| **V** | Variance | Prompt drift? |
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| **I** | Inference Cost | Within budget? |
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| **S** | Safety | PII, injection, toxicity? |
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```bash
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pip install argus-llm
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```
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→ [GitHub](https://github.com/anilatambharii/argus-ai)
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→ [PyPI](https://pypi.org/project/argus-llm)
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---
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### 🌐 AI Aether — Enterprise AI Readiness
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Eight-dimension maturity model for Fortune 100 AI strategy.
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→ [ambharii.com/tools](https://ambharii.com/tools)
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---
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## Proven at Scale
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- **$4.1B acquisition** — R1 RCM CloudmedAI
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- **Grid intelligence** — Duke Energy CASPAR
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- **Clinical AI** — Ambry Genetics GenAI pipeline
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- **Enterprise AI** — UnitedHealth, Medtronic, Xcel Energy
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---
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## Connect
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🌐 [ambharii.com](https://ambharii.com)
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👤 [anilsprasad.com](https://anilsprasad.com)
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💼 [linkedin.com/in/anilsprasad](https://linkedin.com/in/anilsprasad)
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🐙 [github.com/anilatambharii](https://github.com/anilatambharii)
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🐦 [@anilsprasad](https://x.com/anilsprasad)
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---
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*Top 100 AI Leaders USA 2024 · Stanford · BITS Pilani · IEEE*
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