Core Practice

Artificial Intelligence (AI) & LLM Integration

Intelligent search, RAG pipelines, and automated generative workflows.

Solathat Limited helps enterprise organizations bridge the gap between frontier AI models and production digital systems. We architect secure, private Retrieval-Augmented Generation (RAG) pipelines, integrate structured LLM reasoning into enterprise CMS workflows, and build autonomous agents that eliminate manual back-office overhead while maintaining strict data governance.

Practice Scope

Core Capabilities & Architectural Focus

LLM API integration & structured JSON data pipelines
Retrieval-Augmented Generation (RAG) & vector embeddings for enterprise search
Automated content classification, tagging & taxonomy generation
Agentic workflows, AI middleware services, and secure prompt governance

Key Technical Deliverables

  • Production-ready RAG architecture & vector indexing pipelines
  • Enterprise middleware connecting CMS backends to LLM providers
  • Automated prompt evaluation test suites with latency SLAs
  • Data privacy compliance framework preventing corporate data leakage

Architectural Impact & Value

  • Sub-second semantic search over millions of internal documents
  • 80% reduction in editorial tagging and metadata enrichment time
  • Zero vendor lock-in via modular model-agnostic abstraction layers
  • Strict GDPR & data sovereignty compliance
Technologies & Standards Applied
OpenAI / Anthropic APIsLangChain / LlamaIndexPinecone / QdrantPythonNode.jsRedis Vector

Initiate a Technical Proposal for Artificial Intelligence (AI) & LLM Integration

Discuss your architectural requirements, system scale, and timeline with our principal solution architecture practice.

Request a Proposal