| Industry | Live commerce, TikTok Shop, agency operations, and fulfillment |
|---|---|
| Project Period | 2025 implementation |
| Services | Live commerce operating workflow, shop management support, content and affiliate operations, client workflow visibility |
| Systems | Shop management, MCN content creation, affiliate network, livestream operations, fulfillment, ads, corporate services |
| Main Outcome | Project record references 15M+ total views, RM15M monthly GMV, 10+ years experience, and an ecosystem spanning commerce management, content production, affiliate network, fulfillment, and corporate services. |
The problem before AI.OS
Live commerce operations require coordination across shop management, content production, affiliates, live-stream operations, ads, fulfillment, reporting, and client management.
What AI.OS built
AI.OS supported the StarStream operating ecosystem by presenting and structuring service workflows across shop management, video production, ads, live-streaming, fulfillment, affiliate network, and corporate services.
How the workflow works
- Client or shop requirements are captured and organized.
- Commerce, content, affiliate, livestream, ads, and fulfillment workstreams are mapped.
- Operational service areas are presented as a coherent client-facing ecosystem.
- Performance context such as views, GMV, and service coverage supports positioning.
- Team leadership and service ownership remain visible in the operating narrative.
Human approval and control
- Client service scope
- Campaign decisions
- Content approval
- Fulfillment exceptions
- Performance reporting context
Results and measurable context
Project record references 15M+ total views, RM15M monthly GMV, 10+ years experience, and an ecosystem spanning commerce management, content production, affiliate network, fulfillment, and corporate services.
What Malaysian SMEs can learn from this
Live commerce teams benefit when service lines, client workflow, content operations, and fulfillment are presented as one operating ecosystem rather than disconnected marketing services.
Source project note
StarStream is a TikTok Shop Partner agency. 15M+ total views, RM15M monthly GMV, 10+ years experience. Ecosystem: commerce management, MCN content creation, affiliate network. Services: shop management, video production, ads, live-streaming, fulfillment, corporate services. Team led by Shzmon Ng (CEO).
