As destiny would have it, I discovered myself attending the 2025 supplies dealing with commerce present in March and being in an exhibition sales space immediately reverse throughout from a robotics producer (once more). This time, the robots have been doing extra advanced duties at a sooner tempo than was the case two years in the past.
Some historical past:
Almost two years in the past, I used to be attending America’s massive materials dealing with trade’s annual commerce present, doing sales space responsibility for an organization. Diagonally throughout the principle aisle was a robotics firm’s sales space. On the closest nook to my line of sight was a stationary robotic that was tasked with placing cartons on a pallet in a logical sequence after which eradicating them. It did this repetitively all through the present. Or at the very least tried to.
What I noticed at the very least a number of instances a day throughout present hours was the robotic “lacking the mark” because it took a carton (by suction on the highest of the carton) from the ground whereas transferring it to a place on the pallet. Sadly, it was not completely correct in “seeing” the vacation spot house’s boundaries, and it was off simply sufficient to have the carton fall over and out of place.
When this occurred, a human would rush over to the robotic, cease it, tidy up the pallet, and make an adjustment to the robotic. Upon restarting the robotic, all could be properly for about an hour or so till the following spill occurred. Our human hero once more got here to the rescue, and all was proper with the world.
What this younger human was doing was wrangling the robotic properly earlier than the job title “robotic wrangler” was in widespread circulation.
As I headed once more to the 2025 present, I anticipated that robots like this may be performing optimally given the advances in robotics, imaginative and prescient techniques, AI (synthetic intelligence)-infusion, and different operational traits.
Right here’s what I noticed from my vantage level on the ground of the present:
There have been twelve robotic “pickers” operating inside a grid of choosing places with “cease / go” visitors management coordinating their actions.
Quicker and extra advanced, which meant that the robots obtained into bother sooner, requiring “corrective help” from a bigger pressure of human robotic wranglers.
Phrase obtained round about these robots colliding at greater speeds over a fancy grid of choosing places. This drew a big crowd of attendees ready on the sidelines to see the “present.” When a crash occurred, greater than as soon as a day, up went the smartphones to seize the restoration efforts, which concerned people rising from a protecting management cage, climbing into the robotic motion enviornment, wrangling the fallen robots up from the ground and aligning them again onto the “monitor” alongside the choosing places.
All of the cheers and applause of the sizeable viewers when order was restored. This could have made for an important actuality TV present!
However the attention-grabbing factor is there’s a brand new warehousing job class that’s wanted to get robots out of a jam once they function outdoors of their “regular” programmed conduct. It is a particular shift in the way forward for work in warehouses and distribution facilities. Meet the Robotic Wranglers.
Let’s first make the necessary distinction between a “robotic engineer” and a “robotic wrangler.” A useful information to the variations could be discovered on this article from Unmudl. The basic distinction between them is:
“Whereas Robotic Engineers design the techniques, Robotic Wranglers hold them in verify, ensuring they carry out day-to-day duties successfully.”
This wrangler description applies completely to the younger human talked about above. Right here’s The Wall Avenue Journal’s ($) current report on wranglers in warehouses.
Now the necessary query: How a lot does a robotic wrangler make yearly? Right here’s Glassdoor’s perspective. Examine that with Zippia’s perspective on human warehouse employees.
Properly, the plus $31,388 upside being a robotic wrangler is important. What number of wranglers are wanted in a warehouse the place robots have changed people?
Right here’s a current perspective within the AutomatedWarehouse publication.
Key Excerpt
“We’ve seen 1:4 or 1:10 ratios of individuals required to maintain robots going,” mentioned Michael Bearman, chief buyer officer at Vecna Robotics Inc.. “Some folks name such wranglers ‘robotic babysitters,’ and old-school AGVs [automated guided vehicles] pose a number of challenges. For example, these robots aren’t that related, so you could not know the place in a 1 million-sq.-ft. warehouse precisely the place they’re.”
What’s the level? What “knowledge dots” have to be related?
As I’ve beforehand identified, doing a ROI (return on funding) evaluation when contemplating robotic know-how to exchange people for warehouse jobs could also be lacking essential knowledge factors. In earlier posts, power consumption will increase related to robotic installations could also be a hidden knowledge level.
The associated fee “financial savings” calculation for a robotic offset to human labor might not account for the necessity for—and upside value of—human robotic wranglers. Roughly, utilizing the information wage knowledge factors above, a wrangler prices the identical as two “conventional” human warehouse employees.
That issue alone can negatively impression the ROI for robotics adoption.
This gave me the chance to do some “again of the envelope” math. Two years in the past, there was a single human robotic wrangler used to revive the robotic’s skill to carry out its job.
On this new state of affairs, 4 human wranglers emerged from the management cage to appropriate the state of affairs. These have been the identical folks staffing the management consoles. Even utilizing probably the most beneficiant human / robotic assist ratio of 1 wrangler for ten robots, and placing apart the price of the robots, the funding in higher-skilled people elevated.
The necessity for higher educated robotics-trained people will enhance. Are we ready for that shift?

Concerning the Writer
Tim Lindner develops multimodal know-how options (voice / augmented actuality / RF scanning) that target assembly or exceeding logistics and provide chain clients’ productiveness enchancment goals. He could be reached at linkedin.com/in/timlindner.