Mech-Mind founder attacks China robot data push after Hong Kong IPO

Mech-Mind, the Chinese maker of 3D vision systems for robots, listed in Hong Kong on September 1 — and within ten days its founder had publicly attacked the country's push to build data infrastructure for embodied AI, arguing the spending amounts to related-party accounting. Shao Tianlan's timing, and his company's overseas profile, drew immediate scrutiny.

Mech-Mind, based in Xiong'an and billed as the city's first unicorn, raised money from Baillie Gifford, the Scottish asset manager and long-time Tesla shareholder, which committed $186 million as the largest cornerstone investor. The company has lost more than 1 billion yuan (about $140 million) over three years. Its shares fell below the offer price on debut and have stayed under pressure.

Where Mech-Mind's revenue comes from

Overseas sales accounted for 50.3% of revenue in 2025, surpassing the domestic market for the first time, according to the prospectus. The overseas gross margin was 79.2%, well above the blended figure.

Foreign revenue climbed from 58.6 million yuan in 2023 to 196 million yuan in 2025, a compound annual growth rate of 82.7%. The company says it ranks first by market share in Japan and North America.

About 93% of core revenue still comes from 3D vision guidance — in essence, industrial automation components. The "brain" and "hands" featured in the company's pitch have not, in its own words, "yet formed meaningful development."

Who is behind Baillie Gifford

Baillie Gifford is one of the world's oldest active fund managers and a long-term Tesla shareholder. Its investments also extend deep into US defense technology.

In August 2026, Hadrian, a US defense manufacturing startup, closed a $1.37 billion Series D at a $7.87 billion post-money valuation, with Baillie Gifford as a co-lead. Hadrian builds automated factories for aerospace and defense, supplying the Pentagon and Lockheed Martin with production capacity for munitions, shipbuilding and other priority programs. Its chief executive has said the company's mission is to "compete head to head with China's industrial base."

Baillie Gifford holds roughly 4.2% to 6.92% of AeroVironment, the US drone maker whose Switchblade loitering munition — a missile that carries a warhead and strikes its target on impact, sometimes called a "kamikaze drone" — has been used by US forces in Afghanistan and Iraq since 2011 and supplied in large numbers to Ukraine after 2022. AeroVironment says Switchblade systems have taken part in hundreds of engagements over the past 13 years.

The manager also holds shares in Anduril, another US defense technology company. Peter Singlehurst, who heads Baillie Gifford's private companies business, discussed the investment case for a "$200 billion Anduril" on a podcast.

Its holdings include Babcock International, the British defense contractor, which activists say works with Israel Aerospace Industries (IAI) on UK military programs. Since 2024, pro-Palestinian cultural groups have campaigned for the Edinburgh International Festival to cut ties with Baillie Gifford, arguing the firm "profits from genocide in Gaza." More than 700 artists signed an open letter, and the Edinburgh International Book Festival ended its 20-year sponsorship by Baillie Gifford in May 2024.

The data center dispute

Shao's core allegation is that companies sell robots to data collection centers built by local governments, then buy the data back, creating book revenue through related-party transactions.

Government policy takes a different view. A June 2026 report by the China Academy of Information and Communications Technology calls embodied-AI training centers "critical infrastructure." More than 70 are operating nationwide, with 46 under construction or planned, forming three clusters in the Yangtze River Delta, Beijing-Tianjin-Hebei and the Pearl River Delta.

The National Development and Reform Commission has called for building a high-quality system for collecting real-machine data to ease a data shortage. The National Data Administration classifies high-quality datasets as a foundational and critical resource.

Why now

Mech-Mind's growth engine sits in North America, Europe, Japan and South Korea. If China's data infrastructure for embodied AI were slowed by public argument, the beneficiaries would be the US companies racing to extend large-model capabilities into the physical world — rivals that would rather China did not build an independent data base for embodied intelligence.

Data infrastructure is the power plant of embodied AI. Build it slowly, and the whole industry goes dark. Some may prefer it that way.