Engineering services

We build AI systems. Working ones.

Engineering engagements for organisations that need a production AI system — not a proof-of-concept that collapses when it leaves a notebook. Same discipline and standards as the lab's own work.

Service areas

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Speech & Vocal Intelligence

Speaker recognition and verification systems
Vocal fatigue estimation and load monitoring
Audio embedding pipelines (raw audio in → score out)
Production REST API design and deployment
Real-time monitoring dashboards

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LLM & RAG Engineering

Retrieval-augmented generation systems from scratch
Hallucination detection and LLM observability
Multi-agent orchestration (CrewAI, AutoGen, n8n)
Vector database integration (Pinecone, Qdrant)
Custom fine-tuning and few-shot pipelines

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Computer Vision

Detection and classification pipelines (YOLO, ResNet)
Real-time video analysis systems
Pose estimation and behavioural intelligence
CLIP-based image retrieval

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Natural Language Processing

Fine-tuned Transformer models for low-resource languages
Named entity recognition and information extraction
Text classification and sentiment analysis
Multi-lingual and cross-lingual pipelines

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MLOps & Infrastructure

Containerised model serving (Docker, FastAPI)
CI/CD pipelines for ML (GitHub Actions)
Experiment tracking and model registry (MLflow)
Cloud deployment on AWS, GCP, or HuggingFace Spaces

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Full-Stack AI Products

End-to-end web and backend development
AI model integration via purpose-built REST APIs
Dashboard and observability tooling
From prototype to production-ready system

This is for you if

You have a real problem that needs engineering, not just a demo
You want the system documented and maintainable after we leave
You can describe the problem clearly (or want help shaping it)
You care whether the output actually works in production

Not for

Organisations that want a demo that never ships
Projects requiring no documentation or reproducibility
Work where we cannot understand the problem before quoting

Start a conversation

Tell us what you need built.

Describe the problem, any data you already have, and what the working system needs to do. We respond within a few days.