Industry Brief, September 13, 2026: Robot data standards, warehouse carbon, German orders

By MillBrief Editorial · September 13, 2026 · Retrospective edition, published September 23, 2026

This is a retrospective edition. The brief did not run on September 13, 2026; we wrote it on September 23, 2026 using only reporting that was published on or shortly before September 13, 2026, and it makes no forecasts.

This is a retrospective edition covering September 13, 2026, using only reporting published on or up to two days before that date. Today, a shorter weekend edition: China’s data regulator moves to standardize the data used to train robots, a warehouse automation vendor publishes studies on the carbon cost of warehouses, and Germany’s machine tool builders report a second strong quarter of orders. Our own words, links to the original outlet, vendor numbers labelled as vendor numbers.

China’s data regulator will write standards for robot training data

TNW reports that China’s National Data Administration will develop standards for embodied AI data (the recordings of real-world motion and manipulation used to train robots), guide local authorities on the work, and support companies investing in data resources. The statement followed a September 10 meeting chaired by the agency’s head, Liu Liehong. Citing MLex, TNW says seven companies had asked the same agency for common data standards and public data infrastructure ten days earlier.

The scale problem is large. TNW cites an estimate from the China Academy of Information and Communications Technology that embodied AI foundation models need about 10 million hours of real training data, against 100,000 to 1 million hours of high-quality data that exist worldwide. Citing TechNode, it says more than 70 embodied AI training grounds operate across over half of China’s provinces, with 46 more planned or under construction, and that about 86% of them are aimed at industrial manufacturing.

In the EU, TNW notes, the Data Act governs who may access data from connected products, including industrial machinery, and its design obligations apply to connected products placed on the EU market after September 12, 2026. It also notes that only 23% of Chinese enterprises surveyed this year were satisfied with the robots on offer.

Why it matters: Most of this data effort is aimed at factory work, which is where general-purpose robot claims will be tested. For a buyer today, the practical point is the EU rule: if you buy connected equipment for an EU site, ask the vendor in writing who can access the machine data and on what terms. Add it to your RFQ.

Source: TNW, September 13, 2026.

Exotec’s commissioned studies put a number on warehouse carbon

Materials Handling World reports on two studies commissioned by Exotec, which sells automated storage and picking systems. One, a life-cycle analysis, was done with ADEME, the French state agency for ecological transition. The other, with consultancy Argon & Co, compared five picking technologies. The headline claims are the vendor’s: automation used to shrink a building can cut total emissions by up to 25%, and dense storage allows sites up to 40% smaller than comparable manual ones.

The research also acknowledges that automated systems use more electricity than manual equipment. Exotec argues this is outweighed by less building material, less land and less space to heat. It says green steel (made from up to 80% scrap in electric arc furnaces) cuts the footprint of its Skypod II system by nearly 30%, which it estimates at more than 600 tonnes of CO2 equivalent per system. Since July 2025 it has put a carbon figure in every customer quote.

Why it matters: If your customers ask for emissions data, a carbon figure in the quote is useful, but these are commissioned studies and the savings depend on building smaller, not adding robots to an existing footprint. Ask any vendor for the assumptions behind the figure, and compare electricity use alongside the rest of the total cost of ownership.

Source: Materials Handling World, September 11, 2026.

German machine tool orders rise 14%, but production is still falling

ETMM reports first-half figures from VDW, the German machine tool builders’ association. Orders rose 14% year on year (15% in the first quarter, 12% in the second), with domestic orders up 16% and foreign orders up 13%. Production has not followed: it fell 7% to about €5.9 billion in the first half. Deliveries to the U.S. rose 8%, while exports to China fell 24%.

Aviation, defence, electronics and medical technology drove demand. Automotive’s share of the industry’s sales dropped to 23% in 2025, while aviation’s share rose five percentage points to 11% over two years. Capacity utilization stabilized at around 75%, and employment was about 60,000, a good 6% lower than a year earlier. VDW’s Bernhard Geis said it was “too early to give the all-clear”, noting the low baseline and the contribution of large projects.

Why it matters: When orders rise while output is still falling, backlogs can build, and the ETMM report itself says the order gains have not yet reached production. If you are planning a machine purchase or a machine-tending cell around a new European machine, confirm delivery dates early and build them into your payback timeline.

Source: ETMM, September 11, 2026.