Automatically convert agency scope creep into billed change-orders and revenue

Automatically convert agency scope creep into billed change-orders and revenue targets a $6.0B = 2M professional services & creative firms × $3K ACV total addressable market with medium saturation and a year-over-year growth rate of 12% YoY estimated for agency software and productivity tools (industry synthesis of multiple market reports and growth in SaaS tools adoption).

Key trends driving demand: Informal communication is the new operational plane — agencies increasingly collaborate in Slack and email, creating unstructured billing risk that automation can address.; Rapid advances in LLMs — models now reliably extract intent and scope from short messages, enabling automated change-order generation.; API-first finance stack — Stripe, Xero, and QuickBooks integrations make it straightforward to automate invoicing and payments from approved change-orders.; Margin pressure on agencies — as agencies face tighter margins, tools that protect and grow revenue per client are prioritized..