Research
Collect requirements, references, constraints, and source evidence.
NXA AI Cluster
Many focused roles.One human-directed system.
The NXA AI Cluster is a developing workflow for coordinating specialized AI assistance while people retain control of direction, evidence, approval, and release decisions.
Development status: parts of this workflow are being established now. Commerce integrations and broader automation are planned capabilities, not currently operational services.
Agent roles
Focused support at each stage
Design
Develop coherent visual and product directions for human review.
Development
Turn approved direction into maintainable implementation.
Quality review
Test routes, accessibility, responsive behavior, and regressions.
Catalog management
Structure verified product information for consistent reuse.
Commerce integration
Planned: prepare approved catalog records for future sales channels.
Responsive workflow
From idea to better iteration
Every transition includes review; the sequence is useful even without automation.
- IdeaCreate an evidence-backed handoff.
- ResearchCreate an evidence-backed handoff.
- DesignCreate an evidence-backed handoff.
- ValidationCreate an evidence-backed handoff.
- ProductionCreate an evidence-backed handoff.
- CatalogCreate an evidence-backed handoff.
- IterationFeed verified learning into the next cycle.
Understand the system
Bring a clear question
The best starting point is a defined goal, known constraints, and an honest view of what still needs validation.