AI & RAG Systems Consulting

AI & RAG Systems Consulting

Modern business problems require modern solutions. At BGLP, we guide clients through the design, evaluation, and implementation of Retrieval-Augmented Generation (RAG) systems and other AI-assisted architectures.

Why RAG?

Traditional LLMs generate content based on what they were trained on—but may hallucinate or return outdated information. RAG solves this by combining LLMs with real-time access to internal knowledge bases and trusted data sources.

• Answer questions using current documents
• Minimize hallucinations
• Keep control of source material and audit trails

Our Services

We help organizations at every stage of AI and RAG system adoption:

• Feasibility Assessment: Determine whether your use case, data readiness, and compliance framework support RAG deployment.
• System Architecture: We help design the right combination of vector databases, retrievers, prompt chains, and model orchestration.
• Data Pipeline Strategy: Prepare and index unstructured text (e.g., PDFs, DOCX, HTML) and structured datasets for optimal retrieval.
• Model Selection: Choose between open-source, commercial, or private-hosted LLMs based on business needs and privacy requirements.
• Deployment & Testing: Integrate with cloud or on-premise infrastructure; evaluate performance, guardrails, and data leakage risks.

Special Focus: Regulated & High-Stakes Environments

We serve financial institutions, legal practices, and manufacturers who require:

• Data privacy & compliance (GDPR, HIPAA, SEC, etc.)
• Auditable outputs with traceable source citations
• Hybrid systems combining vector search with structured query execution

Example Use Cases

• Internal knowledge assistants for navigating thousands of policy or research documents
• Smart Q&A bots for customer support, underwriting, or investor relations
• Automated risk analysis using both natural language and database queries

Why BGLP?

• Deep technical experience in finance, modeling, legal, and analytics domains
• Real-world implementation of AI + vector systems using tools like Weaviate, LangChain, HuggingFace, and Pinecone
• Clear communication between business users, developers, and data owners

Let’s Talk

Curious whether a RAG system could reduce your workload or add clarity to your operations? We’re happy to schedule a short call or workshop to explore your use case.