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The script argues that an AI “tipping point” has already occurred, citing an OpenAI experiment where AI performance against 14-year subject matter experts rose from 12% wins/ties in 2024 to 47% by mid-2025, then to 70% after late-2025 releases (ChatGPT 5.2, Claude Opus 4.5, Gemini 3). It explains why many firms previously found AI slowed work due to rework and quality issues, and claims that limitation is now largely gone—AI can produce senior-level deliverables much faster—but only when given sufficient context. The new constraint is that most firm knowledge (workflows, charts of accounts, onboarding, pricing logic, advisory approach) is undocumented or scattered, preventing AI from using it. The recommended approach is to build production-quality, machine-readable artifacts (SOPs, dashboards, workflow maps, interactive reports) that both serve the team and become a reusable context that improves future AI output, creating compounding capacity and increasing firm value. Implementation should be driven by two roles: an experimenter who tests tools rapidly and an operator who documents and systematizes what works for adoption. The script urges firms to deprioritize prompt engineering and instead document structured workflows this quarter, capturing incidents and updating SOPs, and it promotes an “AI Practice Transformation” program (15 days) at theAIaccountant.ai. 00:00 AI Tipping Point 01:36 Why AI Finally Wins 03:07 The New Bottleneck 03:39 Context Inside Firms 04:42 Build Compounding Artifacts 06:04 Experimenter vs Operator 07:12 This Quarter Action Plan 08:16 Program and Closing