Machine Learning & AI Consulting

Where to apply ML for measurable ROI — without over-engineering

Why ML and AI consulting

ML and AI is everywhere — but most teams aren't sure where to start, how much it should cost, or which approach (managed pipeline vs hosted LLM API vs self-hosted open-source) fits their constraints. We've shipped ML and LLM systems for over a decade, and we'll tell you straight which use cases will return on investment for your business and which are hype.

After a consultation with us, you'll know which approach fits, what infrastructure you actually need, and what to budget — so you can decide build-vs-buy without guessing.

Our clients use ML & AI consulting to:

  • decide which approach fits — managed ML platforms, hosted LLM APIs, or self-hosted open-source models
  • evaluate ROI before committing to a full build
  • pick the right model for the use case (RAG, fine-tuning, agentic workflows, classical ML)
  • design data and retrieval pipelines — privacy, sovereignty, latency, cost
  • audit existing AI features for accuracy, hallucination rate, and prompt safety
  • add ML/AI features to existing web and mobile applications
  • perform advanced data analysis and turn it into business decisions
How ML and AI are used in different industries:
  • Banking and fintech: fraud detection, biometric authentication, risk modelling, LLM-assisted document review (KYC, contracts, financial filings).
  • Marketing: customer segmentation, personalised recommendations, generative copy variations, sentiment analysis at scale.
  • Retail: demand forecasting, recommender systems, conversational shopping assistants grounded in your catalogue (RAG).
  • Healthcare: medical imaging, drug discovery, RAG over clinical guidelines, summarisation of patient records and trial reports.
  • Operations & knowledge work: RAG over internal wikis and contracts, ticket triage, agentic workflows for repetitive tasks, internal copilots.
  • Manufacturing & IoT: predictive maintenance, vision-based quality control, anomaly detection on sensor streams.

Contact us for an ML & AI consultation. We also build the systems we recommend — see our Machine Learning & AI solutions page for the technology stacks and deployment layers we deliver.