Industry: Construction Technology | Project Management | PropTech

OnsiteIQ: Construction Milestone Forecasting

2x Better Accuracy | Zero-Shot Deployment | Real-Time Project Insights

OnsiteIQ works in construction technology, tracking project completion rates across multiple milestones.

The Challenge

OnsiteIQ needed to accurately forecast construction milestone completion dates.

The Solution

Simulacrum adapted its LAFN foundation model to forecast construction milestone completion rates and dates:

The Impact

LAFN's forecasts demonstrated consistent 2x accuracy improvement over traditional baseline methods across diverse project types and timeline ranges. The model accurately predicted completion dates whether fed with 8 weeks or 4 months of input data.

Trial Deployment

A 3-month pilot program provides OnsiteIQ with API access to real-time milestone forecasts, including:

Why Simulacrum?

Foundation Model Advantage: Our LAFN model is pre-trained on diverse time series data, enabling zero-shot deployment without client data training.

Probabilistic Forecasting: Full probability distributions provide richer insights than point forecasts, enabling better decision-making under uncertainty.

Enterprise-Ready: Sub-second inference, API-first architecture, and hands-on support for seamless integration.

Domain Agnostic: From cloud operations to construction, our technology adapts to your industry's unique patterns.