Services

Bhella LLC focuses on a small number of high-impact areas, working as a hands-on partner with engineering and product teams to bring AI systems into production safely and efficiently.

LLMOps Platform Architecture

Design and implementation of LLM platforms including model routing, prompt and model versioning, dataset governance, observability, and CI/CD for prompts, datasets, and evaluation suites.

RAG System Design & Evaluation

Architecture for retrieval-augmented generation: document loaders, chunking strategies, vector indexing, hybrid search (BM25 + vector), reranking, and continuous evaluation against business-relevant metrics.

AI Agents & Automation

Design of agents that orchestrate tools, workflows, and planning, with clear safety boundaries, logging, and triage paths when confidence or quality is low.

Performance & Cost Optimization

Tuning for latency and cost using model selection, quantization, caching strategies, and Rust-based microservices integrated with Python pipelines where appropriate.