Section 10: Automation Plan Double-Verified Against Timeless and AI-Native Growth Tactics
This section evaluates the automation backlog through two lenses:
- Lens A: timeless growth principles
- Lens B: recent AI product launches with observable traction signals
Lens B references in this section are launch-and-adoption signals from 2025-2026 platforms and model releases, used to prioritize what is actually getting pulled into production now.
Automation is retained only when it improves core marketplace outcomes (liquidity, retention, GMV retention, growth rate), maps to recent proven platform behavior, and can be operated with explicit guardrails (E3, E4, E78, E82, E92, E93, E94, E95).