Stryk™
Critical AI decisions in mining, banking, and infrastructure — with guardrails, traceability, and continuous evaluation.
xSingular — powered by xStryk™
The Decision Intelligence Platform
xStryk™ connects operational data with verifiable AI decisions in production. Not an ML notebook or a BI dashboard — the operating system that makes AI models produce real, traceable, and auditable decisions at industrial scale.
Our clients deploy xStryk™ where differentiated performance and reliability are absolutely essential — mining, banking, critical infrastructure.
Observe. Understand. Decide. Act.
xStryk™ is built on the OUDA framework — the decision cycle that transforms complex business challenges into measurable outcomes, decision by decision.
Observe
xStryk™ connects your operational data and AI models to create a coherent view of end-to-end performance. Operators observe what is happening across the entire system and why, with full traceability of every decision.
Why xStryk™?
Not an ML notebook
Notebooks are for exploration. xStryk™ is for production: real decisions, in real time, with full traceability of every agent action.
Not a BI dashboard
Dashboards show the past. xStryk™ operates the present: executable guardrails, AI agents, and active decision logs in production.
The operational AI layer
xStryk™ is the system that makes AI models produce real, traceable, and auditable decisions at industrial scale.
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.
- 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, slice analysis, 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. 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. 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
Designed for critical decisions
- SAG mill optimization in real time
- Critical equipment failure prediction 72h ahead
- Automatic flotation parameter adjustment
- Operational decision traceability per shift
From zero to production in 30 days
Diagnosis & data connection
Critical decision mapping. Connection to operational data sources. Identification of first decision to instrument.
Engine & guardrails in staging
xStryk™ Engine configured. Executable guardrails active. Decision log instrumented. Regression tests operational.
Production with supervision
Production deployment with human-in-the-loop. Active monitoring. Threshold tuning. Validated confidence metrics.
Ready to operate AI
with real traceability?
Discover how xStryk™ can transform your critical AI decisions in production with guardrails, continuous evaluation, and auditable decision logs.
xSingular — powered by xStryk™
Book a strategy session
30 minutes to evaluate your use case, define success metrics, and scope the engagement. No commitment.