Weekly peer forum to share real AI automation experiments and playbooks

Weekly peer forum to share real AI automation experiments and playbooks targets a $2.4B = 4M SMBs × $600 ACV (annual spend on automation knowledge/templates/community) total addressable market with medium saturation and a year-over-year growth rate of 25% YoY — based on industry reports for automation and AI adoption among SMBs (McKinsey/Forrester 2023-2024 estimates).

Key trends driving demand: AI-first tooling maturation — more reliable APIs and prompt engineering patterns make practical automations deployable in production, creating demand for real-world use cases.; Community learning preference — operators prefer peer post-mortems and short-form reproducible templates over long tutorials, enabling a curated playbook product.; Shift to outcome-based buying — SMBs purchase tools for time saved, so reusable, proven automations with ROI signals accelerate purchasing decisions..