7 ML models and Claude AI, built in

7 BigQuery ML Models

Churn (Boosted Tree Classifier), LTV (Boosted Tree Regressor), demand forecast (ARIMA+), price elasticity (Linear Reg), revenue forecast (ARIMA+ with FRED), next purchase (Boosted Tree Regressor), and fraud detection (Logistic Reg). All per-tenant, trained on your data.

Claude AI Summaries

Claude AI generates plain-English business narratives from your analytics data. Executive-ready summaries for team briefings, board updates, and stakeholder reports -- with 12-hour TTL caching.

Conversational BI

Ask questions about your data in natural language. The AI chat interface translates questions into analytics queries and returns insights with context from your dbt marts and ML model outputs.

AI Decision Intelligence Cards

Automatically generated insight cards surface churn risk alerts, cross-sell opportunities, revenue trend anomalies, and cohort health warnings. Each card includes the data source and recommended action.

FRED Economic Enrichment

Revenue and demand forecasts are enriched with 8 FRED series: CPI, consumer confidence, unemployment, retail sales, GDP growth, interest rates, housing starts, and industrial production.

Weather and FX Enrichment

Weather impact analytics correlate revenue with temperature and precipitation data. FX rate enrichment handles multi-currency revenue for global e-commerce businesses.

Scenario Simulation Engine

Generate best-case, worst-case, and expected-case scenarios for revenue, demand, and customer metrics. Combines ML forecasts with economic indicators to stress-test your business plan.

Forecast Alerts and Recovery Playbook

Automated alerts trigger when actuals miss forecasts. The system generates recovery playbooks with specific action items: pricing adjustments, retention campaigns, channel reallocation, and inventory corrections.