Production-grade AI for time-series forecasting and classification.
Perceptronix designs, builds, and operates machine-learning systems that make confident decisions in volatile, real-world environments — from macroeconomic forecasting to high-frequency trading and sports analytics.
5mo
earlier than the SPF
at detecting US inflation turning points
±0.2%
UK CPI inflation forecast accuracy across multi-month horizons
35+
peer-reviewed publications across AI, finance, and cognitive science
20+
years building neural systems for industry, academia, and capital markets
Three pillars. One coherent practice.
Perceptronix exists to take advanced AI from a slide deck into a system that runs every day, learns continuously, and makes your business measurably better.
Expert Consultancy
Strategic and hands-on engagement on the AI problems that matter most to you — from architecture review to running a research-grade modelling effort end-to-end.
- Time-series forecasting & classification
- Algorithmic & systematic trading
- GenAI, LLMs, RAG and agentic workflows
Collaborative Systems Development
We embed with your team to build production AI systems together — versioned, monitored, and CI/CD-deployed — so capability stays with you long after we leave.
- End-to-end ML pipelines
- Cloud deployment (AWS, Cloudflare)
- GitHub Actions, MLOps, monitoring
Inspiring Workforce Education
Tailored training for executives, analysts, and engineers — taught by an active researcher and 20+ year practitioner with a proven record at Russell Group universities.
- Executive AI literacy
- Hands-on technical bootcamps
- University-grade curriculum design
An end-to-end AI pipeline — not a notebook.
We replaced the legacy CRISP-DM lifecycle with a modern, production-first delivery model that mirrors how the best AI teams in industry actually ship.
Ingest
APIs, files, streams, MariaDB, FRED, Finage, OANDA, MetaTrader
Engineer
Cleaning, alignment, resampling, feature stores, lookback windows
Model
MRN ensembles, LightGBM, deep nets, LLMs/RAG, agentic workflows
Deploy
CI/CD via GitHub Actions, AWS EC2/EBS, Cloudflare, containerisation
Monitor
Drift detection, walk-forward validation, performance dashboards
Every engagement is wired end-to-end. We do not deliver a notebook — we deliver a continuously-running system you can trust on Monday morning.
Systems shipping in production today.
MASCET
Macroeconomic Analytics System for Cross-cutting Economic Trends
A modular AI platform built with NIESR and the University of Birmingham that produces UK CPI inflation forecasts to within ±0.2% across multi-month horizons — and detected turning points 5 months ahead of the Survey of Professional Forecasters.
Explore project Under NDA · Sports analyticsMLB Scion
Major League Baseball outcome modelling
A LightGBM and deep-neural ensemble trained on 23,000+ historical MLB games and player-level features to forecast match outcomes with calibrated probability estimates suitable for downstream decisioning.
Explore project Under NDA · Capital marketsFOREX Scion
Multi-recurrent neural ensemble for FX trading
A dual-MRN ensemble — combining a Macroeconomic MRN and a Technical MRN with majority-vote arbitration — wired into Finage, OANDA, MetaTrader and FRED for live CFD trading with walk-forward validated Sharpe.
Explore projectA modern stack — chosen for the job, not the hype.
Have a forecasting or classification problem that needs to work in production?
Tell us about it. First conversations are confidential, no-obligation, and usually end with a clear view of feasibility, data needs, and time-to-value.