AI Pricing Agent Architecture
作者：微信文章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
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