Mech-Mind Robotics opens Hong Kong IPO with Baillie Gifford and Jane Street as cornerstone backers

Founded in 2016, Mech-Mind Robotics is a supplier of core intelligent-robotics components rather than a full robot OEM, providing standardised “eye-brain-hand” modules for robots of different forms. Its Mech-Eye industrial 3D camera captures spatial data; Mech-Vision and Mech-Viz software handle recognition, decision and motion planning; and it is extending into the Mech-GPT multimodal model and the Mech-Hand five-finger dexterous hand. Products serve automotive, new energy, consumer electronics, logistics and general manufacturing. By CIC estimates, in 2025 Mech-Mind ranked first in the global AI plus 3D-vision-guided general robot-components market with about 22.1 per cent share.

The company is still in rapid expansion. Revenue was RMB 181 million in 2023, RMB 269 million in 2024 and RMB 389 million in 2025, up 48.6 per cent and 44.7 per cent, a three-year compound growth rate of 46.6 per cent. First-quarter 2026 revenue was RMB 107 million, up 73.1 per cent, driven by shipment volume rather than price: total units rose from 3,690 in 2023 to 8,669 in 2025 while the average selling price fell from RMB 49,000 to RMB 44,800. That signals scale through standardised products and channel replication, but future growth still leans on shipment volume.

By product, intelligent robot-guidance products are the core at 93.0 per cent of 2025 revenue. Income still comes from 3D vision cameras and software, not humanoids or embodied large models. Mech-GPT and Mech-Hand are only expected at scale by the end of 2026 and real commercial revenue in the second half of 2027, so capital’s embodied-AI expectations run ahead of today’s revenue mix.

Overseas is the growth and margin lever. Overseas revenue rose from RMB 58.59 million in 2023 to RMB 196 million in 2025, a compound rate of 82.7 per cent, with share climbing from 32.4 per cent to 50.3 per cent; it dipped to 44.0 per cent in the first quarter of 2026. The model relies heavily on system integrators, 94.6 per cent of first-quarter revenue, giving fast coverage but weaker control of end demand and delivery quality. Top-five customer share rose from 24.8 per cent to 39.3 per cent and the largest customer to 15.0 per cent, a concentration worth watching.

Gross margin improved sharply, from 39.1 per cent in 2023 to 51.1 per cent in 2024, 64.6 per cent in 2025 and 64.8 per cent in the first quarter of 2026. The core guidance product reached 65.8 per cent gross margin; 2025 overseas gross margin was 79.2 per cent against 49.8 per cent domestic. Project-based revenue’s share fell from 36 per cent to 8 per cent, reflecting standardisation. But the inspection product’s average selling price dropped from RMB 221,600 to RMB 57,500, with gross margin down to 34.8 per cent in the first quarter of 2026.

Operating leverage is showing but profit is not yet there. From 2023 to 2025 the selling, administrative and research expense ratios fell from a combined 226.5 per cent to 104.4 per cent, yet 2025 total opex still exceeded the 64.6 per cent gross margin. In the first quarter of 2026 research spending rose 81.1 per cent to RMB 38.46 million and the operating loss widened to RMB 45.47 million. Scale effects are real, but cost expansion still outruns the new gross profit.

Net loss was RMB 401 million in 2023, RMB 283 million in 2024 and RMB 360 million in 2025. The 2025 widening was mainly a RMB 209 million redemption-liability revaluation, not operations. Adjusted loss narrowed from RMB 334 million to RMB 109 million; first-quarter 2026 net loss narrowed 19.5 per cent to RMB 56.83 million, adjusted to RMB 33.47 million. The real operating picture is better than the headline, but the company is not yet stably profitable.

As of end-March 2026, total assets were RMB 694 million and total liabilities RMB 3.239 billion, a sizeable net-debt position as it heads to market.

Key financials from the prospectus

Mech-Mind Robotics revenue and gross-margin trend, 2023 to 2026
Mech-Mind Robotics revenue, gross margin and shipment trend, 2023 to 2026. (Source: OFweek Robot, based on the prospectus)
Mech-Mind Robotics overseas revenue share and customer concentration
Overseas revenue share, gross-margin split and customer concentration. (Source: OFweek Robot, based on the prospectus)
Mech-Mind Robotics expense ratios and operating leverage
Expense ratios and operating leverage, 2023 to 2026. (Source: OFweek Robot, based on the prospectus)
Mech-Mind Robotics net loss and adjusted loss trajectory
Net loss and adjusted loss trajectory. (Source: OFweek Robot, based on the prospectus)

Editor’s note: This is an adapted translation of the original OFweek Robot report. It has been trimmed and restructured for readability for an international business audience.

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