The old way
- ×Multi-week discovery cycles before any agent touches production
- ×Business users blocked by prompt engineering, model selection, and framework complexity
- ×Consumer AI tools lack deployment control, governance, and air-gapped security
- ×Sensitive data cannot leave controlled environments for public AI services
- ×Structured and unstructured data stay siloed across separate tools