xStryk™
Decision Intelligence for critical decisions in mining, banking, and infrastructure.
xStryk™ is xSingular's platform that connects operational data with verifiable AI decisions in production. It is not an ML notebook or a BI dashboard: it is the system that makes AI models produce real, traceable, and auditable decisions at scale.
Decision Fabric
The Decision Fabric is xStryk™'s conceptual layer that maps real business operational objects — SAG mills, transactions, files, sensor signals — with the decisions that affect them, the AI agents that make them, and the guardrails that delimit the action space. The shift operator sees their language, not technical abstractions.
Four modules, one platform
xStryk™ Engine
The Decision Intelligence core. Evaluates, traces, and operates every AI decision with continuous feedback loops, circuit breakers, and an immutable decision log recording which model made which decision, with which data, under which rule version.
- Immutable event-level decision log
- Configurable circuit breakers
- Continuous feedback loop
- Human-in-the-loop escalation
- Executable autonomy limits
xStryk™ Eval
Continuous model evaluation suite. Automated regression tests on historical decisions, slice analysis by critical segment, drift detection, and alerts when the model silently degrades in production.
- Automated regression tests
- Per-segment slice analysis
- Data drift detection
- Model degradation alerts
- A/B and champion-challenger
xStryk™ DataOps
Robust data pipelines with quality validation, complete lineage, and quality gates before data reaches a model. Data quality is validated, not assumed.
- Automated quality validation
- Complete data lineage
- Configurable quality gates
- ERP, SCADA, CRM integration
- Data anomaly detection
xStryk™ Ops
Complete operational observability for production AI systems. Real-time monitoring, latency alerts, automatic root cause analysis, and dashboards for shift operators — not data analysts.
- Real-time monitoring
- Latency and error alerts
- Operator dashboards
- Automated root cause analysis
- Automatic response runbooks
System Design
Real metrics
30 days to production
The xStryk™ Sprint is xSingular's accelerated implementation program: 30 days of joint work to design, build, and deploy the first AI agent or Decision Intelligence system to real production. At the end of the Sprint, the system is in production, making real decisions, with active continuous evaluation and configured guardrails.
Ready to operate AI in production?
Schedule a technical xStryk™ demo or start a xStryk™ Sprint with your team.