Production-Grade AI Systems Engineered for Predictable Enterprise Outcomes.
We design, fine-tune, and deploy deterministic AI systems, high-accuracy RAG architectures, and sovereign on-premise LLMs for regulated UK enterprises. Zero hallucinations, complete data privacy, and strict enterprise guardrails.
< 500ms
Vector Retrieval Latency
Zero-Hallucination
Deterministic Guardrails
100% Sovereign
Private Cloud / On-Premise LLMs
From Experimental Notebooks to Mission-Critical Inference Engines.
We bridge the gap between AI research and production reliability, ensuring every model delivers measurable business accuracy and strict regulatory compliance.
Enterprise RAG & Semantic Search
Pinecone, Qdrant, Milvus, pgvector, LangChain, LlamaIndex
Deterministic Retrieval-Augmented Generation (RAG) meshes ground enterprise knowledge bases in verified factual documents, eliminating hallucinations.
- Hybrid dense & sparse BM25 retrieval with cross-encoder re-ranking.
- Document chunking, hierarchy parsing, and metadata filtering pipelines.
- Sub-500ms end-to-end question-answering over millions of enterprise records.
Fine-Tuning & Model Distillation
Llama 3, Mistral, QLoRA, LoRA, DeepSpeed, vLLM
Domain-adapted open-source LLMs fine-tuned on corporate proprietary datasets, offering sovereign control and eliminating cloud API subscription lock-in.
- Parameter-Efficient Fine-Tuning (PEFT) on proprietary business taxonomies.
- Knowledge distillation creating small, high-throughput edge models.
- 100% on-premise or private cloud VPC deployment for strict data residency.
Automated MLOps & Guardrails
NeMo Guardrails, MLflow, Triton Inference Server, Kubernetes
Institutional-grade governance layers detecting prompt injection, toxic outputs, and personally identifiable information (PII) before model generation reaches users.
- Input sanitization and output verification with automated NeMo Guardrails.
- Continuous model monitoring, concept drift tracking, and automated retrain triggers.
- Triton high-concurrency dynamic batching for multi-GPU inference efficiency.
Predictive Analytics & Computer Vision
PyTorch, TensorFlow, XGBoost, Feast Feature Store, OpenCV
Real-time regression, classification, and visual inspection pipelines processing high-velocity telemetry streams for industrial and financial operations.
- Feature store orchestration ensuring training-serving data parity.
- Edge-optimized neural networks for real-time video and image processing.
- Automated model explainability (SHAP/LIME) for regulatory compliance.
Disciplined MLOps from Data Feasibility to Production Monitoring.
Discovery & Data Feasibility
Audit of enterprise documents and data stores, evaluation of data quality, and ROI feasibility analysis.
Guardrail & Prompt Mesh
Architecting deterministic prompt templates, validation guardrails, and vector chunking topologies.
Fine-Tuning & RAG Build
Model domain adaptation, hybrid vector indexing, evaluation harness testing, and hallucination reduction.
MLOps Pipeline Cutover
Triton / vLLM serving containerization, latency load tests, and security penetration testing.
Sovereign Handover
Deployment into private VPC, continuous drift monitoring configuration, and 100% IP transfer under English law.
Ready to Build Your Production AI Architecture?
Schedule a 15-minute scoping session with our London AI engineering team. We evaluate your data readiness, test vector architectures, and map a clear path to high-accuracy model deployment.
Registered Office: Hayes, London, United Kingdom • 1-Day Response SLA under Mutual NDA