Product Development Lifecycle

Iterative methodology for building GxP-compliant AI products—from collaborative design to continuous improvement driven by validation and real-world telemetry

Product Types

This lifecycle framework is primarily designed for building and monitoring AI Agents, where comprehensive evaluation and telemetry are critical for GxP compliance and continuous improvement.

Agents

Full lifecycle with rigorous evaluation sets, agent trace reviews, and multi-layered telemetry for performance optimization

Tools

Streamlined validation using deterministic unit tests for binary pass/fail verification—faster deployment cycles while maintaining code quality standards

Apps

Focus on user experience metrics, interaction analytics, and stakeholder feedback rather than formal evaluation sets

Click on any stage to view detailed information about activities and validation criteria.

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Foundation

Products built through this lifecycle are registered in the Data Layer and made accessible via the Interaction Layer.