RAG (Retrieval-Augmented Generation) Services
We build intelligent systems that retrieve contextually relevant data before generating responsesâmaking your LLMs accurate, grounded, and enterprise-ready.
Use tools like RAGAS, TruLens, and LLM Benchmarks to evaluate answer grounding, factuality, and retrieval relevance. Apply hallucination detection and fallback strategies using AI filters and human-in-the-loop models.
Enhance retrieval accuracy using hybrid search (semantic + keyword) with tools like Weaviate, Pinecone, Elasticsearch, and Vespa. We implement reranking layers using Cohere Rerank, BGE, or OpenAI Embedding APIs to ensure high-relevance context.
Enhance retrieval accuracy using hybrid search (semantic + keyword) with tools like Weaviate, Pinecone, Elasticsearch, and Vespa. We implement reranking layers using Cohere Rerank, BGE, or OpenAI Embedding APIs to ensure high-relevance context.
Apply intelligent chunking strategies (recursive, semantic-aware) and embed with models like OpenAI Ada, Hugging Face Instructor-XL, or Cohere. Index data into scalable vector DBs using FAISS, Qdrant, or Chroma for low-latency lookups.
We integrate with models such as GPT-4, Claude, Mistral, or LLaMA, optimizing prompt structure, context window limits, and grounding techniques to maximize performance and accuracy in long-form enterprise use cases.
Implement real-time RAG for dynamic datasets like support tickets, financial news, or IoT telemetry using streaming embeddings and continuously updated indexes.

Created a document-aware assistant that answers legal queries from 10,000+ policy documents with 85% reduction in hallucinations.

Built a RAG system for medical professionals pulling from structured EHR + unstructured clinical notesâimproved accuracy by 4x over base LLM.

Implemented real-time RAG using Slack threads + Confluence pagesâresolved 65% of internal IT tickets autonomously

Developed a multimodal RAG engine that pulls from PDF reports, spreadsheets, and newsâcut research time by 60%.

Proven success across legal, healthcare, BFSI, and knowledge-driven industries.
Integration with leading vector DBs, LLM APIs, and enterprise knowledge bases
Hybrid search, reranking, and embedding optimization for high-relevance answers
Advanced evaluation, observability, and hallucination mitigation mechanisms

Human-Centric Impact.
From Fortune 500s to digital-native startups â our AI-native engineering accelerates scale, trust, and transformation.











Big things at Aziro often start small - a message, an idea, a quick hello. A real human reads every enquiry, and a simple conversation can turn into a real opportunity.
Start yours with us.
Talk to us
+1 844 415 0777
Drop us a line at
info@aziro.com