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AI automation roadmap for mid-sized Mongolian firms

First-90-day plan, ROI framework, common pitfalls. A practical leadership-level blueprint.

First 90 days: pick three automation slots that already exist — sales-log summarisation, internal-handbook RAG, document processing.

ROI framework: compare hour-of-staff cost vs the automation cost head-on. The frequent pushback ("AI is taking forever to ship") usually means a process problem, not an AI problem.

Common mistakes: vendor lock-in, sending PII into off-the-shelf models, deploying without redteam.

This is a first draft for institutional readers. In Phase 11 the framework moves to an admin-editable Prisma model.

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