Shangjian Technology (熵简科技) CEO Fei Binjie: AI Investment Research’s ‘Lobster’ Moment

A tipping point for sell‑side research?

Shangjian Technology (熵简科技) founder and CEO Fei Binjie says the application of AI to investment research has reached a "lobster" moment — a metaphor he reportedly used to describe a clear, irreversible turning point for the industry. It has been reported that in a conversation with TMTPost Fei argued that large‑language models and domain‑specific automation are starting to unbundle analysts’ workflows, compressing hours of desk work into seconds while leaving strategic judgment to humans.

Product and market fit

Shangjian is positioning itself as a provider of AI tools tailored to equity and macro research, offering automated data extraction, model drafting and thematic discovery for institutional investors. Reportedly the startup emphasises integration with existing analyst workflows rather than outright replacement, pitching higher throughput and fewer tedious tasks as its primary value. For Western readers: this is part of a broader Chinese trend where AI is applied vertically — fintech, healthcare, legal — to boost productivity in data‑intensive professions.

Chips, sanctions and supply constraints

Can this scale without hardware? Not easily. It has been reported that Chinese AI firms face continuing pressure from US export controls and wider geopolitics, prompting greater reliance on domestically produced chips and software stacks. Fei reportedly acknowledged hardware limitations and argued that pragmatic engineering and model optimization can mitigate some gaps, but the sector’s pace will still partly depend on how trade policy and semiconductor supply evolve.

What comes next

The implication for investors and incumbents is stark: inefficiencies once thought immovable are now attackable by software. Will buy‑side firms embrace these tools fast enough to keep costs down and speed up insight cycles? Fei’s framing — a lobster moment — suggests he expects a decisive phase change rather than a slow evolution. It has been reported that Shangjian is moving to deepen partnerships with asset managers as it seeks the scale that will test the thesis.