From research prototype
to production system —
this is the gap we close.
Ambharii Labs designs and builds production-grade AI products, open-source platforms, and agentic systems for enterprises where reliability is not optional. Founded by Anil Prasad — 28 years of shipping AI at ISRO, Fortune 100 energy, healthcare, and financial services.
Multi-step autonomous agents that reason, act, and recover from failure — built for regulated industry constraints and production observability from day one.
Retrieval-Augmented Generation designed for groundedness, not just recall. We solve chunking failures, context drift, and the embedding gaps that kill production RAG.
Domain-specific LLM fine-tuning with RLHF, DPO, and LoRA. Optimized for latency, cost, and safety constraints that enterprise deployments actually require.
Production-grade open-source frameworks for MLOps, LLMOps, and AI perception — built for enterprise adoption with real governance, not toy implementations.
End-to-end AI product design and build — from architecture to deployment. We ship systems that survive contact with real data, real users, and real compliance requirements.
Strategic and technical advisory for companies building or transforming AI capabilities — from evaluation framework design to platform architecture and team upskilling.
Six production dimensions of LLM health — distilled from building AI systems that govern billions in capital decisions across regulated industries. Not benchmarks. Not MMLU. The metrics that determine whether your AI holds up at 3am on a Tuesday.
Read the Full Paper →I started my AI career at ISRO, training neural networks before transformers existed. Three decades later the belief that shapes every engagement at Ambharii Labs is unchanged: AI systems are only as valuable as their reliability in production.
I have led platform transformations that generated over $4B in measurable business outcomes — from the CloudmedAI integration behind a $4.1B acquisition at R1 RCM, to cost intelligence systems governing billions in capital decisions at Fortune 150 firm.
Ambharii Labs exists because the gap between demo and production is where most AI investments fail. I built this lab to close that gap.
Open to consulting engagements, AI platform architecture, technical advisory, and speaking. Especially interested in organizations where AI failures have real consequences.
Choose the way that works best for you — direct email or LinkedIn.