Global ecommerce intelligence
Led an overseas AI price-comparison product, built a data platform covering the global Top 100 ecommerce sites, and developed a 100M+ product knowledge graph.
About the operator
17 years turning uncertain user needs into products that ship.
I’m Bhavin, a senior product manager with experience across major Chinese consumer internet, global ecommerce data, overseas products and intelligent hardware.
17+
years in product and delivery
Experience that matches this service
Consumer decision platforms
Served as a senior product manager at SMZDM, building consumer-content and price-comparison products and leading commercial delivery.
Intelligent hardware
Worked on educational robots across software, firmware, hardware coordination, factory testing and iterative delivery.
Research to execution
Skilled in user research, competitive analysis, data diagnosis, product definition and cross-functional delivery.
How I work
01
Understand the real question
Turn a vague request into a verifiable decision target.
02
Research local evidence
Search public Chinese pages, products, suppliers and user feedback.
03
Deliver an actionable answer
Provide sources, key evidence, caveats and a recommended next step.
Clear boundaries
No payments, verification codes, fake identities, platform-rule bypassing, or legal, medical and financial decisions.
- Human review
- Public sources
- Clear conclusion