Start free trial

The landscape · Manufacturing and robotics

Manufacturing and robotics: what AI is really doing

Checked 25 Oct 2026 · newest receipt 21 Oct 2026 · 5 shifts · 14 companies · every fact sourced

Brief me in 2 minutes

AI in Manufacturing and robotics.

AI in this sector is quietly furthest along in trucking and in dull factory-floor jobs: welding, food assembly, machine monitoring, where real freight moves with nobody in the cab and real meals get assembled by AI-run arms. Humanoids got a major headline when Tesla said Optimus production began on its Fremont lines, but it gave no production rate, unit count or price, so the category is still logged pilot hours, conditional committed orders and demo videos rather than a warehouse's headcount plan. The money is now being written against forecasts: Aurora told investors it wants 30,000 driverless trucks by 2030 while it expects to end 2026 with 200.

The game: we show you 5 things happening. You call each one real now, early or mostly hype. Then the receipts.

Shift 1 of 5

Humanoid robots move from demo livestreams to paid warehouse shifts

Shift 2 of 5

One AI model to run any robot body: physical-AI foundation models arrive

Shift 3 of 5

Autonomous trucks drop the safety driver, for paying freight customers

Shift 4 of 5

AI turns into production-line software: welding, food assembly, machine health

Shift 5 of 5

Supply chain software adds an AI agent instead of just more automation

The scary part

What happens to jobs in Manufacturing and robotics

What AI is already taking:

  • Recycling and moving empty totes inside an Amazon warehouse Agility Robotics ↗
  • Driving a freight truck on a highway lane with nobody in the driver's seat Aurora Innovation ↗
  • Welding large, immovable structures like ship hulls by hand Ohio Tech News ↗
  • Manually selecting carriers and tracking freight shipments inside a broker's back office Augment ↗

What stays human:

Someone still decides what to do when a shipment is wrong, a weld fails inspection, or a robot's sensor reads garbage; that judgment call, and the safety sign-off that comes with it, has not moved to a model. The sales relationship with the shipper, the plant manager and the regulator also stays human, because nobody wants to negotiate a contract with an API.

Get better · 15 minutes

The valuable skill is supervising and correcting physical AI: reading a robot's failure log, spotting which edge case broke it, and retraining or overriding it, not operating the robot or driving the truck yourself.

Try this this week:

This week, read Physical Intelligence's public pi-0.7 post at pi.website/blog/pi07 for 15 minutes, watch its demo clips, and list three tasks in your own operation that look like the 'never seen in training' examples it shows. Note which ones you would still refuse to leave unsupervised, and why.

Your move

If you're building

The crowded lane is building a new humanoid chassis: Figure, Agility, Unitree and Tesla are already there with billions raised. The open lane is software that sits on top of someone else's robot, truck or line, in the pattern of Augury, Augment, Arda's line-retooling agent and Symbotic's ARMS purchase.

If you're investing

Watch for logged hours, committed orders and named customers, Digit's 65,000 hours and Digit 5's conditional committed orders, Kodiak's 35 driverless trucks owned by customer Atlas Energy Solutions as of the end of Q2 2026, not valuation headlines or 2030 truck counts. Red flag: a 'foundation model' or 'physical AI' pitch that cites only demo videos and funding rounds with no named paying industrial customer, or a production announcement with no rate.

If you work in it

Test this quarter: put one AI-based machine-health sensor or one AI vision-inspection camera on your worst-performing line for 30 days, and compare its catch rate against your existing QA process before signing a plant-wide contract.

If you're upskilling

Learn to supervise and troubleshoot physical AI systems rather than operate the machine directly. Start by working through Nvidia's public Isaac GR00T materials and Physical Intelligence's published demos to see exactly where current models still fail.

Done. That was the whole industry.

What's actually changing

  1. 1

    Humanoid robots move from demo livestreams to paid warehouse shifts

    How it works. Agility's Digit and Figure's Figure 03 are running inside real warehouses, not just labs: Digit has logged over 65,000 hours at Amazon, Schaeffler, GXO, Toyota and Mercado Libre, and Figure sped its BotQ factory from one robot a day to one an hour. Tesla now says Optimus production began on its Fremont high-volume lines. The robots still lean on a mix of scripted routines, teleoperation and AI for the hard parts, and most units shipped so far go to R&D and data collection, not a customer's payroll line.

    Why it matters. Warehouse operators can now point to logged hours and named customers instead of a keynote video, the first real evidence that a leased humanoid might beat hiring for repetitive tote-moving and machine-tending work.

    What's overstatedTesla announced production without a rate, a unit count, a price or a sale date, and Figure's 81-hour livestream was an R&D run, not a sale. Chinese manufacturers are also shipping humanoids in volume while Western firms are still counting pilot hours, so the two markets are not competing on the same numbers yet.

    Figure AIAgility RoboticsTeslaAmazonSchaefflerGXOToyota Motor Manufacturing Canada

    5 receipts
    • Figure sped Figure 03 production at its BotQ factory from one robot a day to one per hour, a 24x throughput jump in under 120 days. delivering over 350 of our third generation humanoid robots and increasing our production rate from 1 Figure 03 per day to 1 per hour - a 24x throughput improvement in under 120 days Figure AI, 29 Apr 2026 ↗
    • Agility's Digit has logged more than 65,000 hours of real-world operation at named customers. more than 65,000 hours of real-world operation overall GeekWire, 24 June 2026 ↗
    • Tesla's Q3 2026 update, as quoted by TeslaNorth, says Optimus production began in Fremont on its high-volume lines. “Optimus production began in Fremont on our high-volume lines,” Tesla wrote. TeslaNorth, 21 Oct 2026 ↗
    • Tesla's Q3 2026 update gave no Optimus production rate, unit count, price or date for selling to outside customers. Tesla didn't give a production rate, a unit count, a price or a date for selling Optimus to outside customers TeslaNorth, 21 Oct 2026 ↗
    • If the SPAC merger closes, the combined company will operate as Agility and is expected to list on Nasdaq as AGLT. Upon completion, the combined company will operate as Agility and is expected to list on the Nasdaq Stock Market under the ticker symbol AGLT. Pulse 2.0, 15 Oct 2026 ↗
  2. 2

    One AI model to run any robot body: physical-AI foundation models arrive

    How it works. Physical Intelligence's pi-0.7 and Skild AI's Skild Brain both claim a single trained model that can drive different robot bodies, arms, quadrupeds, humanoids, and attempt tasks it never saw in training, like folding laundry or using a new kitchen appliance. Nvidia is trying to standardize the hardware side too, pairing its Isaac GR00T software with a reference humanoid body (Unitree chassis, tactile hands, an onboard Jetson Thor chip) so university labs build on one shared stack instead of ten incompatible ones. Skild now trains skills by self-play in simulation: its S1 model learned soccer over more than 140 years of simulated games, then the policy was moved onto a physical humanoid.

    Why it matters. If a model really transfers to a new robot body without retraining, the cost of programming a robot for a new task or a new factory collapses, the same shift that made large language models cheap to redeploy across products.

    What's overstatedA 'step-change in generalization' claim on a company blog is not a third-party benchmark, and none of these foundation models has a named factory paying for production use yet. They show up in demos and funding announcements, not shift logs.

    Physical IntelligenceSkild AINvidiaUnitree

    4 receipts
    • Physical Intelligence released pi-0.7, which it says generalizes to tasks like laundry folding it never saw in training. We've trained a new model, π 0.7, that exhibits a step-change in generalization. Physical Intelligence, 16 Apr 2026 ↗
    • Skild AI describes the Skild Brain as one foundation model meant to control any robot body without prior knowledge of its form. It is the industry's first unified robotics foundation model that generalizes across tasks and robot hardware. Skild AI, 14 Jan 2026 ↗
    • Nvidia opened a reference humanoid robot design pairing a Unitree chassis with its Isaac GR00T software stack for research labs. The NVIDIA Isaac GR00T Reference Humanoid Robot is a state-of-the-art platform that brings the key building blocks for frontier humanoid research into one system, pairing a human-scale robot body with dexterous manipulation, sensing, control and onboard AI compute. NVIDIA Newsroom, 31 May 2026 ↗
    • Skild AI trained its S1 model to play soccer through more than 140 years of simulated self-play, then transferred the policy to a physical humanoid. After more than 140 years of simulated play, Skild transferred the resulting policy from simulation to a physical humanoid robot and demonstrated it playing soccer. Robotics & Automation News, 16 Oct 2026 ↗
  3. 3

    Autonomous trucks drop the safety driver, for paying freight customers

    How it works. Aurora, Kodiak and Gatik are running trucks with nobody behind the wheel on public roads, hauling freight under contract for named shippers (McLane, Atlas Energy, PepsiCo, Loblaw), not just test loops. Waabi went further, moving its driving software from a Peterbilt truck to a Volvo VNL with no retraining, evidence that the model, not the truck, is what it sells.

    Why it matters. Freight beat robotaxis to true driverless operation in most markets because highway lanes and fixed routes are a narrower problem than city streets, making trucking the clearest real-world test of whether removing the driver actually works at scale.

    What's overstatedThe dollar signs are still small next to the forecasts: Aurora expects to end 2026 with 200 driverless trucks and an $80 million revenue run rate, yet told investors it wants more than 30,000 trucks and $5 billion in annual revenue by 2030, and its shares slid after the pitch. 'Driverless' can also still mean a company support rider in the back seat gathering feedback, not zero humans in the vehicle.

    Aurora InnovationKodiak AIWaabiGatikMcLanePepsiCoIKEA

    6 receipts
    • Aurora's trucks for McLane run autonomously with no human safety driver able to take over. These trucks will operate autonomously and will not have a human safety driver on board who can take over. TechCrunch, 6 May 2026 ↗
    • Aurora expects to end 2026 with 200 driverless trucks and an $80 million revenue run rate. it expects to end 2026 with just 200 driverless trucks and an $80 million revenue run rate TechCrunch, 28 Sept 2026 ↗
    • Waabi transferred its driving software from a Peterbilt truck to a Volvo VNL Autonomous with no new engineering or retraining. took control of a Volvo VNL Autonomous truck and drove it safely on highways and complex surface streets from the very first mile FreightWaves, 15 July 2026 ↗
    • Aurora's shares have continued to slide since its September 23 analyst and investor day. Shares have continued to slide since the company’s annual analyst and investor day on September 23. TechCrunch, 28 Sept 2026 ↗
    • As of the end of Q2 2026, Kodiak's technology ran 35 unsupervised driverless trucks owned and operated by its customer Atlas Energy Solutions. as of the end of the second quarter of 2026, the company had deployed its technology in 35 unsupervised driverless trucks with no humans in the cab that are owned and operated by our customer, Atlas Energy Solutions. Kodiak AI, 6 Oct 2026 ↗
    • Kodiak says IKEA will be its driverless launch shipper partner later in 2026. IKEA will be Kodiak’s driverless launch shipper partner later in 2026, and become the first company to take advantage of the safety and efficiency benefits that result from Kodiak’s driverless freight capabilities. Kodiak AI, 29 Sept 2026 ↗
  4. 4

    AI turns into production-line software: welding, food assembly, machine health

    How it works. Path Robotics put its Obsidian welding model on a mobile quadruped, Rove, so it walks to a ship hull instead of needing the hull brought to a fixed welding cell. Chef Robotics' arms passed 100 million meal servings across a dozen-plus plants. Augury's own survey of manufacturers found the share running AI across more than half their facilities tripled in a year, from 14% to 42%.

    Why it matters. These are labor-shortage trades, welding, food-line assembly, machine monitoring, where physical AI already has customers writing checks, making this the least glamorous but most commercially real part of the sector.

    What's overstatedPredictive-maintenance vendors routinely market unaudited '99%+ accuracy' numbers, and Augury's own report means 58% of manufacturers are still piloting AI or have not started, even as the adoption headline reads as a tipping point.

    Path RoboticsChef RoboticsAuguryHIIRockwell Automation

    3 receipts
    • Path Robotics launched Rove, mounting its welding AI on a mobile quadruped to reach large, immovable structures like ship hulls. a mobile robotic welding system designed to address the historic difficulty of automating welds on large, immovable structures common in shipbuilding and heavy construction Ohio Tech News, 24 Apr 2026 ↗
    • Chef Robotics' AI-driven arms have produced 100 million meal servings across more than a dozen plants in the US, Canada and Europe. its robots have completed 100 million servings in production at customer facilities The Robot Report, 17 Apr 2026 ↗
    • Augury's report found the share of manufacturers scaling AI across more than half their facilities tripled year over year, from 14% to 42%. The share of organizations scaling AI across more than half their facilities has tripled year-over-year, rising from 14% to 42%. Augury, 9 June 2026 ↗
  5. 5

    Supply chain software adds an AI agent instead of just more automation

    How it works. Augment's AI agent, Augie, now runs inside the software freight brokers and distributors already use, automating carrier selection and shipment tracking inside McLeod's PowerBroker TMS and order entry for a distributor's quote-to-cash process. Symbotic, meanwhile, bought a UK warehouse-intelligence firm, ARMS Innovations, to bolt real-time operations software onto its physical robots instead of only selling hardware.

    Why it matters. The money is shifting from selling a robot or a software license to selling an AI teammate that plugs into the transportation and warehouse-management systems already running, which makes the old-line TMS and WMS vendors the distribution channel for AI, not the target it disrupts.

    What's overstatedCalling this an 'AI teammate' oversells the autonomy: these are agentic wrappers automating carrier selection and order entry inside existing workflows. Someone still owns it when a shipment goes wrong.

    AugmentSymboticMcLeod SoftwarePenske LogisticsMedline

    2 receipts
    • Augment's Augie went live inside McLeod Software's PowerBroker TMS, automating carrier selection and shipment tracking for freight brokers. carrier selection and shipment tracking Augment, 24 Aug 2026 ↗
    • Symbotic acquired ARMS Innovations, a UK firm specializing in real-time operational intelligence for automated warehouses. a UK-based software company specializing in real-time operational intelligence solutions for complex automated warehouse environments GlobeNewswire, 2 July 2026 ↗

Who's doing it

14 companies to know, 9 with a round we can source. Newest first where dated.

Search these companies in the startup database ↗ · Explore all research tools

ArdaAI for manufacturing engineers

Former OpenAI research chief Bob McGrew's startup building an AI agent that helps manufacturing engineers re-tool assembly lines when a product design changes; already deployed with Anduril.

Latest · 20 Oct 2026Arda's founder says retooling automation for a new design takes three to six months, which its agent is built to shorten. CNBC ↗

$230M Venture round (led by Altimeter, Accel and Khosla), 20 Oct 2026 source ↗

Skild AIrobot foundation models

Builds the Skild Brain, a single foundation model it says can drive quadrupeds, humanoids, arms and mobile manipulators without per-robot retraining.

Latest · 16 Oct 2026Skild AI trained its S1 foundation model to play soccer by self-play over more than 140 years of simulated games, then ran the policy on a physical humanoid. Robotics & Automation News ↗

$1.4B Series C, 14 Jan 2026 source ↗

Agility Roboticshumanoid robots, warehouse logistics

Builds Digit, a bipedal warehouse robot, and is going public via SPAC to fund production scale-up.

Latest · 15 Oct 2026Agility says its Digit 5 robot is backed by more than $300 million in committed orders, subject to contractual milestones, product features and specifications, as SPAC shareholders prepare to vote on its listing. Pulse 2.0 ↗

$620M (SPAC cash) SPAC merger, 24 June 2026 source ↗

Chef Roboticsfood assembly robots

Builds AI-driven robotic arms that assemble prepared meals on food production lines.

Latest · 7 Oct 2026Chef Robotics says it uses Nvidia simulation, digital twin and motion-planning technologies, and that customer deployments reach up to 60% higher labor productivity. Business Wire (via FinancialContent) ↗

$43.1M Series A (equity + debt), 31 Mar 2025 source ↗

Kodiak AIautonomous trucking

Builds autonomous driving software for long-haul trucks and off-road oilfield logistics, aiming at driverless commercial service.

Latest · 6 Oct 2026Kodiak says its safety-case readiness for long-haul driverless trucking reached 96% at the end of September 2026, up from 93% a month earlier. Kodiak AI ↗

Aurora Innovationautonomous trucking

Runs the Aurora Driver self-driving software on Class 8 trucks hauling freight with no one in the cab.

Latest · 28 Sept 2026Aurora told investors it expects more than 30,000 self-driving trucks generating $5 billion in annual revenue by the end of 2030. TechCrunch ↗

AugmentAI agents for freight and supply chain

Builds Augie, an AI agent that plugs into freight brokers' and distributors' existing software to automate carrier selection, order entry and tracking.

Latest · 24 Aug 2026Augment's Augie went live inside McLeod Software's PowerBroker TMS, automating carrier selection and shipment tracking for freight brokers. Augment ↗

$85M Series A, 4 Sept 2025 source ↗

Waabiautonomous trucking and robotaxi

Builds a generative-AI driving model, the Waabi Driver, and is porting the same model across truck brands and into Uber robotaxis.

Latest · 15 July 2026Waabi moved its self-driving software from a Peterbilt truck to a Volvo VNL Autonomous with no retraining. FreightWaves ↗

$750M + ~$250M milestone capital Series C, 28 Jan 2026 source ↗

Symboticwarehouse automation software and robotics

Builds AI-orchestrated warehouse robotics systems and is buying software to add real-time operations intelligence on top.

Latest · 2 July 2026Symbotic acquired ARMS Innovations, a UK firm specializing in real-time operational intelligence for automated warehouses. GlobeNewswire ↗

Augurypredictive maintenance, industrial AI

Runs sensor-plus-AI 'machine health' monitoring that aims to predict industrial equipment failure before it happens.

Latest · 9 June 2026Augury's own industry report found the share of manufacturers scaling AI across more than half their facilities tripled in a year. Augury ↗

$75M growth round, 19 Feb 2025 source ↗

Gatikautonomous middle-mile trucking

Runs driverless middle-mile box trucks on fixed short-haul retail and grocery routes for named shippers.

Latest · 8 June 2026Gatik and PepsiCo signed a multi-year deal to run driverless freight across Texas, Arizona and Arkansas. Gatik ↗

$200M Series D, 25 Aug 2026 source ↗

Figure AIhumanoid robots, warehouse and logistics

Builds the Figure humanoid robot and its own Helix AI model, selling into warehouse and logistics pilots.

Latest · 29 Apr 2026Figure sped Figure 03 production at its BotQ facility from one robot a day to one per hour, a 24x throughput jump in under 120 days. Figure AI ↗

$1B+ Series C, 16 Sept 2025 source ↗

Path Roboticsindustrial welding, physical AI

Builds Obsidian, a physical-AI model for autonomous welding, now mounted on a mobile quadruped (Rove) for shipyards and heavy industry.

Latest · 24 Apr 2026Path Robotics launched Rove, mounting its welding AI on a mobile quadruped to reach large, immovable structures like ship hulls. Ohio Tech News ↗

Physical Intelligencerobot foundation models

Builds pi, a general-purpose robot foundation model meant to control many different robot bodies from one set of weights.

Latest · 16 Apr 2026Physical Intelligence released pi-0.7, which it says generalizes to tasks like laundry folding it never saw in training. Physical Intelligence ↗

Your move

Our read, built on the receipts above.

If you're building

The crowded lane is building a new humanoid chassis: Figure, Agility, Unitree and Tesla are already there with billions raised. The open lane is software that sits on top of someone else's robot, truck or line, in the pattern of Augury, Augment, Arda's line-retooling agent and Symbotic's ARMS purchase.

If you're investing

Watch for logged hours, committed orders and named customers, Digit's 65,000 hours and Digit 5's conditional committed orders, Kodiak's 35 driverless trucks owned by customer Atlas Energy Solutions as of the end of Q2 2026, not valuation headlines or 2030 truck counts. Red flag: a 'foundation model' or 'physical AI' pitch that cites only demo videos and funding rounds with no named paying industrial customer, or a production announcement with no rate.

If you work in it

Test this quarter: put one AI-based machine-health sensor or one AI vision-inspection camera on your worst-performing line for 30 days, and compare its catch rate against your existing QA process before signing a plant-wide contract.

If you're upskilling

Learn to supervise and troubleshoot physical AI systems rather than operate the machine directly. Start by working through Nvidia's public Isaac GR00T materials and Physical Intelligence's published demos to see exactly where current models still fail.

What's next

  • 2 Nov 2026 Churchill Capital Corp XI shareholders vote on the merger that would list Agility Robotics on Nasdaq as AGLT pulse2.com ↗
  • Dec 2026 Kodiak AI's targeted commercial launch of driverless long-haul trucking, with IKEA as launch partner kodiak.ai ↗
  • Dec 2026 Aurora's year-end target of 200 driverless trucks in operation techcrunch.com ↗

Other industries