AI & Machine Learning
AI advisory for demanding enterprises. We specify, evaluate and govern LLM, predictive and vision systems, and license the software that runs them, with explainability, governance and EU compliance designed in from day one.
Where We Advise
AI systems for enterprises, specified to be explainable, auditable and EU-deployable.
Target architectures for fine-tuned and RAG-powered systems on OpenAI, Anthropic, Gemini and self-hosted open-weight models, specified with provenance tracking and citation-grade retrieval.
Forecasting, churn, fraud and risk models: use-case selection, data readiness, calibration criteria and a retraining cadence your team can hold.
Defect detection, document understanding, OCR and video analytics. Feasibility, data strategy and edge-deployment design for air-gapped environments.
Classification, extraction, summarisation and conversational interfaces. Scoping, evaluation design and quality criteria, multilingual by default.
Model design decisions, training-pipeline blueprints, evaluation harness specifications and MLOps tooling selection for teams that ship more than a notebook.
Tool-use agents, MCP integrations and multi-step reasoning, specified with approval gates and full audit traceability.
enterprise infrastructure?
Schedule a technical briefing. No sales pitch, just architects and your team.
We specify AI end to end. Every design carries a calibrated evaluation rubric, a drift-monitoring plan and an audit-trail specification that maps to EU AI Act and ISO 42001 controls.
Who It's For
Profiles
CDOs, Heads of Data, and Engineering leaders in demanding enterprises, across industries.
The constraint
You need AI capability without ceding governance or data sovereignty. SaaS-first vendors won't work. We design for deployment where your data already lives.
Typical Deliverables
Evaluation reports, fairness metrics, and risk classifications under the EU AI Act.
Containerised, observable, with autoscaling and rollback automation specified.
Citation-grade retrieval specified so every answer stays traceable to its source document.
Training, registry, deployment, monitoring. Your team owns and runs the lifecycle.
EU AI Act risk classification, conformity assessment, ISO 42001 control mapping.
ADRs, runbooks, decision records. Your engineers own what they build from them.