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 with NIESR to production ensemble systems for capital markets 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
Illustrative
Inflation turning-point detection
MRN ensemble vs Survey of Professional Forecasters · USA CPI
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 · streams · DBs · FRED · Finage · OANDA · MetaTrader
Engineer
Cleaning · alignment · resampling · feature stores · lookback windows
Model
MRN ensembles · LightGBM · LLMs / RAG · agentic workflows
Deploy
GitHub Actions CI/CD · Docker · AWS EC2/EBS · Cloudflare
Monitor
Drift detection · walk-forward validation · stability dashboards
Decision impact: every step 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.