First contact. Validates, normalizes, and scores incoming data. The gatekeeper ensuring only quality leads enter the pipeline.

The router. Analyzes incoming work and routes it to the right path - automated, human review, or decline.

The analyst. Extracts data from documents using OCR, classifies document types, and verifies authenticity.

The underwriter. Makes approval/denial decisions based on guidelines, risk scoring, and data analysis.

The researcher. Enriches data from external sources - LinkedIn, Google, company databases, property APIs.

The writer. Generates personalized emails, messages, and content. A/B tests and optimizes for engagement.

The sender. Multi-channel outreach - email, SMS, calls, LinkedIn. Tracks delivery and engagement.

The responder. Detects responses, classifies sentiment, routes to humans, creates support tickets.

The analyst. Generates reports, builds dashboards, calculates metrics, exports data.

The optimizer. Analyzes outcomes, identifies patterns, suggests improvements, retrains models.

The maestro. Coordinates all agents, manages workflows, handles errors, optimizes routing. The operating system.