KobiMaster AdsEngine
AI Agent System That Automates Amazon Sponsored Products Ad Management

Intelligent, automated, and controlled ad management with an LLM + tool-calling architecture. A decision engine powered by artificial intelligence that manages Amazon advertising operations end to end through discovery, optimization, health checks, budget management, protection, and reporting layers.

Automation Engine
AI Ads Engine

An automation engine that connects Amazon Ads to a daily optimization and protection cycle.

Discovery

Recommends campaigns by product/category

Optimization

Improves performance with bid/keyword recommendations

HealthCheck

Recommends pause/start actions for Buy Box, stock, and listing risks

Budget

Shifts budget to better-performing areas

Protection

Applies warn/slow down/stop actions when limits are exceeded

Reporting

Generates a report on what happened / why / next move

Runs Daily
Discovery

Scans products without campaigns and reference market signals to identify products with advertising potential.

Runs Daily
Optimization

Analyzes current campaign and keyword performance, optimizing bids according to ACoS targets.

Hourly Operation
Protection

Monitors critical guardrail rules such as ACoS, daily spend, BuyBox, and minimum stock in real time; prevents ad losses from growing with rapid intervention in risky situations.

Runs Daily
HealthCheck

Checks the listing quality, BuyBox, stock, and Prime status of active campaign products.

Weekly Runs
BudgetManagement

Segments campaigns by performance class and shifts budget toward campaigns that are performing well.

Weekly / Monthly
Reporting

Combines performance data and AI decision history to generate reports in natural language; provides management and operations teams with a clear, explainable, and decision-supporting advertising performance report.

Current Status and Next Steps
✅ Completed
  • 6 AI roles and tool definitions completed
  • Pipeline architecture set up as PromptStep[]
  • ApprovalQueue structure prepared
  • EventHistory structure prepared
  • OpenAI LLM integration is working
🔧 In Progress
  • Reading tools' real DB and Amazon API connections are not fully in place yet
  • Amazon Advertising API execute backends have not been completed
  • Claude and other LLM provider integrations have not been added
  • ApprovalQueue pending dedup process has not been completed
  • HealthCheck tool should be updated according to the new data model