XpAct — Prescriptive Control for Operators
XpAct delivers prescribed action to the operator. Not a recommendation. Not a probability. The minimal causal intervention required to reach the target outcome, the structural justification of why that intervention is the minimum, and the audit-grade documentation behind it. Operators receive an action they can take and a rationale they can defend.
Request a program briefingWhat XpAct Produces on Every Inference
A three-tier value chain delivered structurally — not assembled after the fact.
Tier 1
Prediction with structural explanation
Tier 2
Prescription
Tier 3
Explanation of the prescription
Where XpAct Is Used
XpAct is operationally deployed wherever a prediction needs to be converted into operator-level action: production process control, predictive maintenance dispatch, clinical decision support, credit and underwriting decisioning, asset management, energy optimization. The capability is the same across sectors; the interface, the variable namespaces, and the deployment patterns are sector-specific and configured during the program design phase.
How XpAct Integrates
XpAct integrates into customer operator-facing systems: MES/SCADA, EHR, decisioning platforms, asset management dashboards, OEM HMIs. The implementation partner handles the integration in collaboration with the Xpdeep delivery team. Output is exposed via configurable interfaces — visual, API, embedded — to match the operator's actual workflow.
Why Prescription Is Not Recommendation
Recommendations are produced by recommender systems trained on historical patterns. They are statistical aggregates wrapped in user-facing language. XpAct does not produce recommendations. XpAct produces minimal causal interventions derived from a model that is structurally explainable by architecture. The distinction is operational, not semantic: a recommendation cannot be defended in audit, cannot be the basis of a regulatory submission, and cannot be the operational input to a closed-loop control system. A prescription can.