What are the most common use cases

Pattern Automation shows up when teams want AI-native operations—not a single chat window, but repeatable systems grounded in Neuro OS, agents, and integrations. Three buckets cover most conversations:

1. AI operations & Neuro OS

Standing up orchestration, governance, and “agent teams” across the tools and data boundaries a company already runs: planning work, handoffs between humans and agents, auditability, and safe defaults.

2. Process & revenue automation

High-frequency business workflows—customer onboarding, support escalation, renewals, internal reporting—where reliability and clear ownership matter more than one-off prompts.

3. Developer & partner adoption

APIs, reference integrations, pilots, and enablement for builders and partners shipping on Pattern Automation: docs accuracy, sandbox quality, and honest answers about limits and roadmap.