What It Takes to Build an Autonomous Delivery Business with Neolix AI | CGF 2026
In this Omni Talk Retail interview, recorded live from the Consumer Goods Forum Global Summit 2026 in Vienna, Chris Walton sits down with Will Zhao, Executive President of Neolix AI, to explore what it really takes to scale autonomous delivery from a technology experiment into a viable business.
With more than 20,000 autonomous delivery vehicles operating across 300+ cities and over 160 million autonomous kilometers logged, Will shares the lessons Neolix has learned about fleet density, network effects, regulatory partnerships, and why the future of autonomous delivery depends as much on operational excellence as it does on AI.
Key Topics Covered:
• What Neolix AI does and how its autonomous delivery network operates
• Lessons learned from 160 million autonomous kilometers
• Why scaling autonomous delivery is about more than technology
• The operational challenges behind large autonomous fleets
• How Neolix's "sell the kilometer" business model works
• Why fleet density matters more than geographic expansion
• The network effects of autonomous delivery
• How regulators are approaching autonomous vehicles around the world
• Addressing driver shortages through automation
• The impact of autonomous delivery on supply chain efficiency and inventory management
• Why consistency may be the biggest advantage of autonomous fleets
• Predictions for the future of autonomous delivery
Special thanks to the Consumer Goods Forum Global Summit and the CGF Leadership Studio sponsored by Vusion for supporting Omni Talk Retail's coverage in Vienna.
This podcast uses the following third-party services for analysis:
Podcorn - https://podcorn.com/privacy
00:00 - Untitled
00:01 - Introduction to the Consumer Goods Forum Global Summit
00:25 - Introduction to Neolix and its Impact on Logistics
05:30 - The Challenges of Density in Autonomous Vehicle Deployment
06:19 - The Challenges of Expanding in Europe
09:36 - The Future of Autonomous Delivery Vehicles
Hello, this is Omnitalk Retail.
Speaker AI'm Chris Walton and I am now coming to you live from day one of the Consumer Goods Forum Global Summit in Vienna, Austria from the Vuzion podcast studio.
Speaker ANow joining me is Will Zhao.
Speaker AWill is the executive president of Neolix AI.
Speaker AWill, thank you for joining us.
Speaker BThank you for having me.
Speaker AYeah.
Speaker AWhat brings you to cgf?
Speaker BWell, I'm coming here to introduce Neolix.
Speaker BIt's a pretty new technology, pretty new company to the market, but actually it's very important infrastructure for logistics for consumer goods.
Speaker BAnd I come to basically to bring our growth story introduction of Neolix to the stage.
Speaker AAwesome.
Speaker BYeah.
Speaker AAnd tell us a little bit more, especially those back home.
Speaker AWhat is Neolix AI?
Speaker BNeolix AI is a company using physical AI technology for delivery.
Speaker BWe are the largest L4 autonomous driving fleet on the street, but only for delivery.
Speaker BRight now we have more than 20,000 vehicles already on public road, helping the logistics companies, helping the shippers to do the delivery on the daily basis.
Speaker BAnd the total mileage has been over 160 million kilometer already.
Speaker BThat's the largest globally and it's the most commercialized fleet globally as well.
Speaker AWow.
Speaker ASo, yeah, so essentially you're doing autonomous deliveries for retailers and brands, I'm assuming, and hence why you're at CGF.
Speaker AAnd you mentioned the scale.
Speaker AYou said 160 million autonomous kilometers.
Speaker AThat's a lot.
Speaker AI want to make sure I get the other numbers right too.
Speaker AYou're in 300 plus cities, you've got, you're in over 15 countries as well.
Speaker ASo that is a tremendous amount of scale.
Speaker AWhat are the lessons you've learned along the way as you've gotten to that level of scale?
Speaker ABecause I imagine it's not easy working with all those different municipalities out there.
Speaker BYeah, it's not actually having the technology, technology in one city, in one route is only the start.
Speaker BHaving so many vehicles on the road is super challenging.
Speaker BFirstly, it's actually about the technology itself.
Speaker BIt takes time, it takes a lot of investment to make it happen.
Speaker BAnd also what makes beautiful is we actually learn when we have more fleets on the road every single day.
Speaker BSecondly, actually it's about operation.
Speaker BThere's a lot of things about beyond the AI.
Speaker BWe have the vehicle, we have the technology ready.
Speaker BThat's only one of the ten steps.
Speaker BAnd beyond that we have teleoperation, we have maintenance, we have fleet management.
Speaker BThere are 10 more layers about that.
Speaker BSo that's a lot of things we need to cover.
Speaker BA lot of lessons.
Speaker BWe have Learned during the journey.
Speaker ARight, Yeah, I want to go into that a little bit more too because what's really interesting about what you're trying to do is, is you have to prove that technology works.
Speaker ALike you have to prove that you can actually drive a vehicle autonomously through all these cities.
Speaker ABut then you also have to prove the business model too, at the same time that it's valuable to the people that actually want to deploy it once the technology works.
Speaker ASo how do you think about that?
Speaker BYeah, actually having the vehicle for one ship or for one city is more like a marketing story.
Speaker BBut when you have all the vehicles on road, actually the clients actually ask what's the outcome?
Speaker BWhat's the benefit I have on the daily operation?
Speaker BSo we need to have a business model associated as well.
Speaker BWe actually currently sell the kilometers, we don't sell vehicle.
Speaker BSo that's the new evolution of the business model.
Speaker BSo it's more like uber business model.
Speaker BWe don't want the shipper to take the capex.
Speaker BWe can help them to save money to increase efficiency on daily basis.
Speaker AOkay, interesting.
Speaker AWow.
Speaker AOkay, I did not know that angle to it.
Speaker ASo the other question I have, whenever we start talking about autonomous deliveries or autonomous vehicles in general, how do you look at density in an area versus the number of areas that you're operating in?
Speaker AWhat are the trade offs there?
Speaker BYeah, we just addressed a little bit.
Speaker BHaving for example, we have the largest city right now, very close, 2,000 vehicles in the city already.
Speaker BThat's the most dense city about autonomous driving vehicles already.
Speaker BIt's roughly twice of San Francisco already.
Speaker AOh, wow.
Speaker BAnd having 2000 vehicles in 2000 cities is actually easy.
Speaker BBut having 2000 vehicles in one city, that's not easy at all.
Speaker ARight.
Speaker BThat's a challenge to all companies trying to do L4.
Speaker BAs I said, we need to deal with the real daily operation.
Speaker BBut the beauty is we have the network effect.
Speaker BSo that actually saves a lot of money for the shaper in the city.
Speaker BHaving all the vehicles in different cities actually doesn't really save money for the shipper, but the network itself play a very important role.
Speaker BFor example, when shipper makes order, they can receive the vehicle very quickly.
Speaker BAnd also the vehicle will be.
Speaker BThe utilization of the vehicle will be significantly increased by sharing, by being shared by each other in the city 24 hours.
Speaker ARight.
Speaker ASo the key takeaway there being like density is a lot harder to do than just expansion.
Speaker AAnd so if you are evaluating this technology, whether you're at this conference or at home watching and you're evaluating A technology like this, you're going to want to go with somebody that can prove out the fact that they've got a density in their network by certain cities.
Speaker BParticularly.
Speaker BYes.
Speaker BWhen we overcome older challenges, challenges about the density.
Speaker BI think the shapers will be definitely enjoying future of robust future physical AI on road being 10 times cheaper, but much more safer, much more efficient than the human right now.
Speaker BSo the density will play an important role of doing that.
Speaker AOkay, got it.
Speaker AOkay.
Speaker ASince we're in Vienna.
Speaker AWe're in Vienna, Austria.
Speaker AI gotta ask you about Europe and expansion.
Speaker AWhat are your thoughts on Europe and overall expansion of the company?
Speaker BYeah, my learning about Europe is it's not one country, it's actually many.
Speaker ARight, that's always what I hear.
Speaker AYeah.
Speaker BYes.
Speaker BSo when we come here, actually the first one is we try to learn we are not actually picking countries to cover.
Speaker BWe are actually work with regulators who are open for discussion.
Speaker BI think one trend is it used to be the regulator asking whether we should allow this gradually.
Speaker BThe regulators are asking how we can enable this.
Speaker BSo that's.
Speaker BI think more and more regulators, more and more governments are believing this is definitely the future, especially for Europe.
Speaker BWe see the shortage of driver as more and more a trend going forward and we want to, we actually, we don't want to take over the job.
Speaker BWe want to act as the, as the supply, actual supply because the button is always under the regulator.
Speaker BThey can control the number of vehicles running on road.
Speaker BReally it's very different from for example ride hailing business.
Speaker BIt's really controlled regulated industry by the local government.
Speaker AOkay, wow, wow.
Speaker AOkay, I didn't know that either.
Speaker ASo we're at cgf.
Speaker AI'm gonna get you out of here on this question.
Speaker ACreating a flexible and agile supply chain is a key topic of this conference.
Speaker AIt's one of the devoted tracks at the conference.
Speaker AWhat as we step back from the whole discussion we've had, what is the major inefficiencies that autonomous delivery or efficiency that autonomous delivery helps to get around or improve upon?
Speaker BYeah, there are a lot of benefits as I mentioned, the cost consistence of delivery.
Speaker BBut if I have to choose one, I'll give you an example.
Speaker AYeah, please.
Speaker BBecause the human drivers have different situations.
Speaker BThe average performance is there.
Speaker BBut there's a range from the best performer and worst performer.
Speaker BAnd human can take leaves.
Speaker BHuman can like maybe quit the industry for random reason.
Speaker BSo that actually asks.
Speaker BThat requires the shapers, the consumer good players.
Speaker BThey have to keep their inventories just for in case situation.
Speaker BWhat if the situation happens.
Speaker ARight.
Speaker BSo having a robot with stable performance, the consistency itself there's makes a difference already.
Speaker BSo that was significantly reduced inventory of the consumer goods players for the business to operate so that the money will go back to the business so that beyond all the benefits of autonomous driving, I think the business itself will benefit as well as a result of the technology.
Speaker AGot it.
Speaker ASo it basically helps eliminate the human variability that enters into the supply chain, which is what we hear typically with automation.
Speaker ASo that's very in line.
Speaker BYes.
Speaker AAll right, I lied.
Speaker AI have one more question for you.
Speaker ALet's put your prediction hat on.
Speaker AWe always love predictions here.
Speaker AHow long before you think we see autonomous delivery vehicles peppering the landscape globally?
Speaker BWell, I think it will start definitely from the developed countries because it's addressing the pain points about, as I said, shortage of driver.
Speaker BWe don't have to replace the job that people want to take.
Speaker BWe have to.
Speaker BFor example, I think some benefits we can enjoy from the robots is nighttime because it's not really healthy for driver to drive during nighttime.
Speaker BSo we can ask the robots to start with, for example, very small use case during nighttime in developed countries.
Speaker BBut gradually I do believe that's the trend.
Speaker BProbably it will be happening very soon because we have 20,000 vehicles already.
Speaker BProbably more than 80% of the vehicles happened in last 18 months.
Speaker AOh, wow.
Speaker BSo we do see the trend is accelerating more and more.
Speaker BSo I do believe the future is coming very soon.
Speaker AAwesome.
Speaker AAwesome.
Speaker AWow.
Speaker AThis is why I love what I do.
Speaker ASo thank you.
Speaker AWill, thank you so much for joining me for kicking off our coverage here at the Consumer Goods Forum Global Summit in Vienna.
Speaker AThanks to Fusion for making our coverage possible.
Speaker AWe're going to be interviewing executives like Will all conference long for the next three days.
Speaker ASo stick around, tune in and as always, be careful out there.