Senior AI expertise for problems that matter.
We design and build production-grade AI systems for companies with complex data and high-value problems — from private RAG and LLM applications to forecasting, anomaly detection and custom machine learning.
Applied AI, without the theatre.
We start with the business problem, then the data and architecture — not with forcing a fashionable model into the wrong use case.
RAG & LLM Systems
Knowledge assistants, retrieval, evaluation, agents and production LLM integrations.
Forecasting & Predictive ML
Decision-ready forecasting built around real operational data and constraints.
Anomaly Detection & NLP
Machine learning that finds unusual behavior and extracts useful signals from complex data.
“Brilliantly capable, thoughtful, and completely committed to producing the highest possible quality.”
Public Upwork client feedback
Have a difficult AI problem?
Start with a focused technical conversation.
AI capability where you actually need it.
Focused technical engagements for teams that need senior machine-learning expertise without building a large internal function first.
RAG & LLM systems
Private knowledge systems and production LLM applications.
- RAG architecture and retrieval optimization
- Semantic search and document intelligence
- LLM evaluation and reliability
- Agents and integrations
Forecasting & predictive ML
Forecasting designed around the decisions it needs to support.
- Time-series forecasting
- Predictive modelling
- Backtesting and evaluation
- Production deployment
Anomaly detection & NLP
Custom ML for detection, classification, extraction and analysis.
AI architecture & advisory
Feasibility, architecture review, system audits and implementation roadmaps.
Technical depth, tied to business outcomes.
Representative engagement categories. Client identities and sensitive details can remain confidential.
Enterprise document intelligence
Challenge
Make proprietary information searchable through natural-language interaction.
Approach
Retrieval, chunking, context assembly and generation workflows with evaluation around answer quality.
A practical AI layer over internal knowledge.
Predictive decision support
Challenge
Extract useful forward-looking signals from historical operational data.
Approach
Forecasting workflows with backtesting, feature design and production constraints.
Decision-ready predictions built for real workflows.
Anomaly detection systems
ML-based detection logic and operational thresholds designed around the cost of missed and false signals.
Automated detection that focuses attention on the events that matter.
Small by design. Senior by default.
Kernelyx AI is a specialist AI and machine-learning consultancy: direct access to senior technical expertise, focused engagements and no unnecessary layers between the problem and the people solving it.
Consultancy discipline without consultancy overhead.
The aim is not to look like a 100-person firm. It is to give clients confidence that difficult AI work will be approached carefully, communicated clearly and delivered by experienced hands.
Engagements can be delivered directly or supported by trusted specialists where appropriate. Core technical work remains senior-led.
Practical notes on AI that works.
A future home for technical writing, lessons from production systems and useful perspectives for teams investing in AI.
Why RAG quality is usually a retrieval problem first
A practical framework for diagnosing weak answers.
Forecast accuracy is not the same as business value
Choosing metrics around the decisions a system supports.
From AI prototype to production
The reliability, evaluation, monitoring and cost problems demos hide.
Start with a focused conversation.
Choose a convenient 30-minute time. We can discuss the problem, current systems, feasibility and the most sensible next step.
Useful things to bring
What you are trying to achieve, who will use the system, what data already exists, what you have tried, and any timing constraints.
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