AI Pricing Agent Architecture

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Month	Milestone	Key Activities	Roles Involved
1–2	Discovery & Planning	Define objectives, KPIs, map pricing processes	Pricing Manager, Product Owner
3–4	Data Infrastructure	Set up ingestion, clean historical data	Data Engineer, Architect
5–6	Modeling Phase 1	Build elasticity + demand models	Data Scientist
7	Optimization Engine	Develop pricing simulation + solver	Ops Researcher, ML Engineer
8	Human-in-the-loop Tool	Build UI & GPT interface for managers	Frontend Dev, LLM Engineer
9	A/B Testing Framework	Launch low-risk segments for testing	Data Analyst, QA
10	Policy Automation	Add rules engine + safeguards	Backend Dev, Product
11	Drift & Feedback Systems	Set up monitoring, retraining loops	MLOps, DevOps
12	Autonomy Expansion	Broaden control scope, audit logging	Leadership, AI Lead