Forecast Engine

:::info Role: Forecasting / Revenue Operations | Status: Running :::

Forecast Engine maintains rolling revenue forecasts — calculating EBAM (Expected Bookings at Maturity), EAR (Expected Annual Revenue), headroom analysis, and quarterly projections.

Capabilities

• Consumption Forecasting — Projects revenue based on usage patterns and growth trends
• EBAM/EAR Calculation — Expected bookings and revenue metrics
• Headroom Analysis — Identifies expansion capacity within existing accounts
• Quarterly Projections — Q1-Q4 revenue forecasts with confidence intervals

Active Workflows

Current Task

Recalculating Q1 2026 consumption forecast based on latest usage data and pipeline movements.

Memory Profile

• 145 memory entries
• Key memories include historical actuals, model coefficients, seasonal patterns
• Pinned facts: Forecast model parameters, quota targets, historical baselines

Forecast Methodology

The Forecast Engine uses a multi-signal approach:

Historical Usage Data
        │
        ▼
┌───────────────────┐
│  Trend Analysis   │──► Growth rate, seasonality
└───────────────────┘
        │
        ▼
┌───────────────────┐
│  Pipeline Weight  │──► Stage probability × deal value
└───────────────────┘
        │
        ▼
┌───────────────────┐
│  Health Signals   │──► At-risk account deductions
└───────────────────┘
        │
        ▼
   Final Forecast
   (with confidence range)

Metrics Generated