Experiment, analyse, predict.
LAB is the open workbench — interactive statistics, machine learning, data preparation and the Optim 1.1 concept AI. Built for iterative, hands-on investigation, with sound mathematical foundations underneath every tool.
Three Workstreams
Pick one to dive in — every workstream is fully wired into the rest of LAB.
A complete environment for statistical investigation, ML experiments and data-driven research — from hypothesis to publication-ready results.
A pipeline for raw-to-ready data preparation — clean missing values, map schemas, aggregate with GROUP BY, run advanced searches and plot geographic data.
A concept AI that synthesises historical economic, environmental, social and political datasets with live news and social signals to generate confidence-scored forecasts across 5 horizons.
LAB Capabilities
Every capability is grounded in mathematics, statistics and modern ML practice.
Statistical Modelling
Descriptive and inferential statistics — distributions, hypothesis testing, regression and time series decomposition.
Machine Learning
No-code workflows — feature engineering, model training with live metrics, evaluation and real-time predictions.
Data Visualisation
Interactive SVG charts — line, bar, scatter, heatmaps — with hover tooltips and animated rendering.
Data Pipeline
Cleaning, mapping, aggregation, advanced search and geographic plotting — raw to ready in one place.
Optim 1.1 Concept AI
Multi-horizon prediction engine that fuses historical datasets with live news/social signals to produce confidence-scored forecasts.
Dataset Management
Upload and profile your CSVs. Automatic column-type detection, missing value analysis and export.
Optim Professional
Production-grade actuarial, reinsurance and ERM modules — separate landing, focused workflow.