Case studies
Representative applied data-science engagements produced with the Unified Data Science Pipeline Platform. Public datasets are labelled.
Generic / Auto-detect (any tabular dataset)
Config-driven data science pipeline for high-fidelity industrial domains.
r2: 0.8956
Forecasting: Demand & Energy Time-Series
Config-driven data science pipeline for high-fidelity industrial domains.
r2: 0.9318
Industrial AI: APM & Reliability (Remaining Useful Life)
Config-driven data science pipeline for high-fidelity industrial domains.
r2: 0.9207
Renewable Energy: Battery Energy Storage (BESS) Health
Config-driven data science pipeline for high-fidelity industrial domains.
r2: 1.0
ISM + Mechatronics: Industrial Robotic Arm Kinematics
Config-driven data science pipeline for high-fidelity industrial domains.
accuracy: 0.8515
Renewable Energy: Smart Grid Load & Solar/Wind Forecasting
Config-driven data science pipeline for high-fidelity industrial domains.
accuracy: 1.0
Mechanical Engineering: Predictive Maintenance & Vibration
Config-driven data science pipeline for high-fidelity industrial domains.
accuracy: 0.9924
ISM + Security: AI Governance & Data Provenance
Config-driven data science pipeline for high-fidelity industrial domains.
accuracy: 1.0
Mechanical Engineering: Patent Novelty Graph (NLP)
Config-driven data science pipeline for high-fidelity industrial domains.
r2: 0.6922
Robotics + ISM: Autonomous Vehicle Liability
Config-driven data science pipeline for high-fidelity industrial domains.
accuracy: 0.9976
AI Usage and Impact
Config-driven data science pipeline for high-fidelity industrial domains.
accuracy: 0.6102
Spaceship Titanic
Config-driven data science pipeline for high-fidelity industrial domains.
accuracy: 0.789
NYC Yellow Taxi - Fare Prediction
Config-driven data science pipeline for high-fidelity industrial domains.
r2: 0.8164
Engagements
Industrial AI & Data Opportunity Assessment
$3,500 - $5,000
Identify, prioritise and quantify the 3-5 AI/analytics use cases most likely to create measurable operational value - with a data-readiness check and a 90-day roadmap.
Predictive Operations & Asset Analytics Pilot
$8,000 - $15,000
Assess your operational/sensor history and build a validated predictive analytics or machine-learning proof of concept (maintenance, reliability, production, quality, forecasting).
Fractional Industrial AI/Data Lead
$5,000 - $10,000 / month
Senior AI/data leadership 1-2 days per week: AI strategy, data architecture, ML delivery, LLM/RAG applications, MLOps and executive reporting - without a full-time executive hire.