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Xfactr.ai

analytics governance

From insight to accountability.

One team delivers both. Analytics surfaces what matters. Governance makes it defensible. 

 

 

Analytics capabilities

BI that thinks.

Self-Service BI & Dashboards
Power BI, Tableau, Looker, and custom React analytics built so business users can explore without SQL. Role-based views, drill-throughs, and embedded analytics.
Power BI Tableau Looker Custom React
Predictive & Prescriptive ML
Forecast demand, revenue, equipment failure, and business risk directly inside operational dashboards. Turn predictions into real business actions.
Forecasting ML Models Risk Scoring
Universal Semantic Layer
One metric definition serving Power BI, Tableau, Looker, and LLM interfaces together. Eliminate metric drift across teams.
AtScale dbt Semantic MetricFlow
Natural Language Query
Ask questions in plain English and receive structured answers, charts, and follow-up insights without SQL or technical expertise.
NLQ Interface LLM Powered
Real-Time IoT Analytics
Live dashboards with second-level latency for equipment health, energy monitoring, and sensor analytics across connected devices.
Streaming Live KPIs IoT Alerts
Automated Insight & Anomaly Alerts
AI automatically detects anomalies, explains what changed, and routes alerts to the right people before problems become critical.
AI Anomaly Auto Narrative Smart Routing

Governance capabilities

Governance built for AI. Not for auditors.

AI Governance Frameworks
Stewardship models and decision rights built specifically for AI systems, ensuring trusted data usage instead of legacy BI governance.
AI Stewardship Data Products
End-to-End Lineage
Trace every transformation from source systems to AI outputs. Quickly identify datasets, joins, pipelines and model versions.
OpenLineage Collibra
Auto Classification
Automatically detect PHI, PII, PCI and confidential business data while applying governance and retention rules.
PHI / PII ML Classifiers
Policy-as-Code
Encode governance rules as version-controlled policies and automatically enforce security, access and retention.
OPA Attribute RBAC Git Versioned
AI Audit Trails
Record datasets, model versions, users and timestamps for complete AI transparency and regulatory compliance.
Immutable Logs Regulatory
Bias & Drift Monitoring
Continuously monitor statistical drift and fairness issues with automated alerts before model performance degrades.
Bias Detection Drift Alerts
AI Governance Pipeline
Raw Data at Ingestion
✦ ML Auto-Classify
PHI • PII • Confidential • Public
✦ Policy-as-Code Enforcement
✦ Anomaly Detection on Access
✔ Approved Data
⚠ Blocked + Logged

What we connect to.

Tech in production. Both sides.

BI & Dashboards
Power BI • Copilot Tableau Looker D3 • ECharts Grafana Superset
Semantic
AtScale dbt Semantic Cube.dev MetricFlow
✦ Predictive AI
scikit-learn XGBoost • LightGBM Prophet Azure ML • SageMaker NLQ LLM
Catalog & Lineage
Collibra Alation DataHub Purview Unity Catalog OpenLineage
Policy & Access
OPA Attribute RBAC Row/Column Security PHI/PII Classifiers
Compliance
HIPAA GDPR SOC 2 PCI-DSS Immutable Audit Logs

Where these capabilities apply

Edge-to-Cloud AI across our platforms and services.

Service
Data Engineering
Pipelines delivering clean, governed data these analytics layers consume.
→ data-engineering
Service
Data Platforms
The lakehouse and vector layer these analytics and governance tools sit on.
→ data-platforms
Capability
AI & Agentic AI
AI agents accessing governed enterprise data through audited interfaces.
→ ai-agentic-ai
Service
MLOps
Model lifecycle management — versioning, monitoring, and audit for every model.
→ devops-mlops

Connect With us

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