Scene-first validation: a Paris AI battery project in Wuxi

Place the method inside China’s two-wheel mobility industry

Sifra Energy founder and CEO Dr. Xuelu Wang and project partner Rémi Papon came to Wuxi to explore AI battery testing and health assessment. Their objective was not a quick demonstration, but a clear understanding of priority use cases and an executable PoC path.

Align demand and validation mechanisms

At the Wuxi Industrial Innovation Research Institute, the team discussed genuine demand, the transition to new standards, management of existing lithium batteries and support through PoC and early research funds.

Enter authoritative testing

At the National Center for Quality Supervision and Inspection of High-end Energy Storage Products (CEST), the team examined mainstream testing processes, decision use and the balance between standards and efficiency.

Compare manufacturing and channel systems

Tailg highlighted service stores, responsibility assessment, repair, replacement and pre-recycling decisions. Yadea focused on safety, lifetime, consistency and integration into engineering and quality systems. Together they offered two distinct validation perspectives.

See the city-scale application environment

Zero-carbon mobility scenarios and the Taihu Smart Mobility platform revealed how battery assessment could connect with charging infrastructure, operations and city-level data governance.

Match technology with capital timing

At the Yingyue Lake Innovation Forum, Dr. Wang presented the cross-industry challenges of battery health data—from manufacturing and use to second life and recycling—and discussed validation and market entry with investors and founders.

Turn field learning into a university-industry next step

A final project workshop with Professor Mao Mingxuan of Wuxi University explored cooperation across energy control, power conversion, photovoltaics, storage and AI algorithms.

Make proof-of-concept genuinely workable

The residency linked demand, funding, testing, manufacturing, urban platforms, capital and research into one route from understanding the problem to planning validation.

Scene-first means understanding the real problem before searching for a showcase.