AI & Machine Learning
Enterprise AI Solutions That Drive Measurable Automation
BRC enables organizations to turn unstructured data into actionable operational automation. We develop secure, privacy-compliant AI agents, enterprise search systems, and domain-specific ML pipelines.
Enterprises struggle to move AI from experimental demos to production.
Generic LLM wrappers fail in enterprise settings due to hallucinations, compliance risks, data leakage, and lack of deterministic grounding in private business data.
Deterministic, Grounded AI Architectures
Enterprise RAG Systems
Connect LLMs to PDF archives, documentation, database records, and tickets using hybrid vector + lexical retrieval.
Autonomous AI Agents
Task-oriented agents capable of multi-step tool execution, data extraction, and CRM/ERP updates with human-in-the-loop guardrails.
Domain-Specific Chatbots
24/7 intelligent customer support and internal helpdesk assistants with contextual memory and multi-channel routing.
Predictive Analytics & ML
Supervised and unsupervised models for demand forecasting, anomaly detection, churn prediction, and algorithmic scoring.
Private LLM Hosting
Deploy open-weights models (e.g. Llama 3, DeepSeek, Mistral) securely in your AWS/Azure VPC with zero third-party data sharing.
Technologies we leverage
AI Frameworks
- LangChain
- LlamaIndex
- Hugging Face
- vLLM
- PyTorch
Vector Databases
- pgvector
- Pinecone
- Qdrant
- Weaviate
- Milvus
Foundational Models
- OpenAI GPT-4o
- Anthropic Claude 3.5
- Llama 3
- DeepSeek
- Mistral
Pipelines & Ops
- LangSmith
- MLflow
- Kubeflow
- Triton Server
How we deliver
Data Feasibility Audit
Evaluate data quality, taxonomy, vector readiness, and privacy constraints.
Retrieval & Prompt Architecture
Design hybrid vector chunking, metadata filters, and evaluation benchmarks.
Guardrails & Integration
Implement prompt injection defense, PII masking, and ERP/API tool hooks.
Telemetry & Drift Monitoring
Track token economics, latency, hallucination metrics, and response accuracy.