← Our Work
AI Engineering
AI UI Engineering for EnergyAustralia.
Figma to production-ready React — in under 4 minutes.
01/ the brief
Weeks lost. Standards slipping. Demand growing.
EnergyAustralia is one of Australia's largest energy retailers, with front-end UI components powering products used by millions of customers.
- Every new UI component took 2–6 weeks — regardless of size or complexity
- Manual handoffs between designers and developers created inconsistency
- Accessibility and coding standards were applied unevenly across the library
02/ the solution
A production AI pipeline from Figma to React.
Crystal Delta built a 4-week proof of concept that lets designers generate live, QA'd React components directly from Figma — no developer required. The pipeline now runs in production.
What's under the hood
- AI code generation from Figma design tokens
- Automated accessibility and design-to-code QA
- Iterative regeneration until quality thresholds are met
- Full documentation output for developers
- Built on AWS Bedrock · Claude Sonnet · Pay-per-use infrastructure
03/
The Impact
Average Response Latency
3m 30s
Down from 6 weeks for every component, every time.
$2/run
QA'd Production Ready React Component
100%
Coherence to Naming and Coding Standards