Our Services
From strategy through production — explainable AI, BI dashboards, and governed machine learning.
Clarity at every layer
We design systems where analysts, compliance officers, and executives interrogate the same explainability artefacts — not parallel spreadsheets and model silos.
Explainable AI Consulting
Model inventories, bias assessments, SHAP/LIME integration roadmaps, and regulator-ready documentation. We align outputs to MAS guidelines and your internal model risk framework.
Custom Machine Learning
Bespoke classifiers, forecasters, and graph models trained on your data with XAI embedded from the first experiment — not bolted on before audit season.
BI Dashboard Design
Executive and operational dashboards in Power BI, Tableau, or custom web layers with drill-down to feature-level explanations and model version lineage.
CLR Solution Deployment
Implementation of our eight CLR packages with data pipeline setup, API integration, and handover to your operations team.
MLOps & Governance
CI/CD for models, drift detection, champion/challenger workflows, and PDPA-aligned retention policies for training and inference logs.
Managed XAI Operations
Ongoing monitoring, retraining schedules, explanation quality reviews, and incident response when model behaviour shifts.
Engagement models
| Model | Duration | Best for | Deliverables |
|---|---|---|---|
| Discovery Sprint | 2 weeks | Model audit scoping | Inventory report, risk map |
| Build Programme | 8–16 weeks | New CLR deployment | Production model + dashboard |
| Advisory Retainer | 12 months | Governance & drift | Monthly XAI health reviews |
| Managed Ops | Ongoing | 24/7 scoring estates | SLA-backed monitoring |