Question 1

What is Evolution's Earth platform?

Accepted Answer

Earth is an AI platform that treats your pipeline as a living system. It co-optimizes data and models in parallel toward a defined goal, then keeps improving as drift, constraints, or business priorities change — using evolutionary optimization.

Question 2

How does Evolution deploy — SaaS, VPC, or on-prem?

Accepted Answer

Evolution offers three deployment options: SaaS for fastest time to value with managed hosting and auto-scaling; VPC for strict network control and data residency; and on-prem for regulated environments with full control, running on your own Kubernetes infrastructure.

Question 3

What is the DarwAIn Agent?

Accepted Answer

DarwAIn is Evolution's AI agent that helps plan your pipeline, guides decisions, captures best practices, and helps your team level up through every optimization run.

Question 4

How does evolutionary optimization work in AI pipelines?

Accepted Answer

Evolution runs parallel evolutionary optimization that keeps improving models, features, and tradeoffs automatically. Unlike traditional serial approaches (data prep, train, tune, deploy, repeat), Earth co-optimizes the entire pipeline simultaneously.