Production Data and Applied AI
Noble Insights builds data platforms and applied AI systems that survive real usage, scale, and scrutiny. We work with growing companies where data is fragmented, incentives are misaligned, and “AI strategy” has stalled. Engagements focus on shipping working systems, embedding technical leadership, and leaving teams stronger than we found them.
Where We Get Involved
When data exists but cannot be trusted
We design and rebuild data platforms where pipelines are brittle, schemas drift, and ownership is unclear. The work covers ingestion, modelling, warehousing, and observability, with emphasis on correctness, lineage, and systems that remain stable under change.
Data Foundations
When dashboards fail to drive decisions
We build analytics layers aligned to how the business actually operates, including KPI design, product and behavioural analytics, and executive reporting. The outcome is shared definitions, fewer reconciliations, and decisions grounded in evidence rather than debate.
Decision Systems
When AI moves into production
We design and deploy applied AI systems that run in production environments, including NLP pipelines, LLM-based systems, RAG architectures, and traditional ML. The work focuses on evaluation, failure modes, cost control, and auditability, not demos.
Production AI
About Noble Insights
Noble Insights is a boutique data and AI consultancy built for work that cannot be delegated down a pyramid. We exist to solve problems where failure is expensive, shortcuts accumulate, and systems must hold up under scrutiny over time.
Engagements are led end-to-end, from problem definition through delivery, with a bias toward ownership, clarity, and long-term maintainability. We work with teams that value correct systems over quick theatre, and expect partners willing to say “no” when necessary.
Contact Us
If you’re considering working together, share a brief outline of your context and what you’re trying to achieve. We review every enquiry and will respond if there’s a clear fit.