Measure and reduce AI decision dependence — assessment + training

Measure and reduce AI decision dependence — assessment + training targets a $3.0B = 2M agencies × $1.5K ACV total addressable market with medium saturation and a year-over-year growth rate of 20% YoY — based on AI adoption and workplace automation growth (industry reports, consulting estimates).

Key trends driving demand: Rapid embedding of AI into daily workflows — this creates demand for tools that manage how AI influences decisions because usage is widespread and growing.; Rising concern about AI-driven errors and accountability — teams and buyers are looking for auditability and training to reduce risk.; Shift from single-user tools to team-level controls and analytics — workplaces want team-wide policies and measurable outcomes, which favors SaaS solutions.; Behavioral nudges and micro-learning are gaining traction as cost-effective ways to change decision patterns — this makes coaching + tooling a viable product approach..