Behind Neolix's $400 million financing, where does the logistics small vehicle industry stand now? | The Frontline

On October 20, Neolithic announced the completion of its nearly $400 million Series E financing, which was jointly led by Boyu Capital and a state-level fund, with participation from Alibaba AEF NextGen Hong Kong Fund, GAC Capital, GGV Capital, Vertex Growth under Temasek, and other investors.

This is one of the largest single financing transactions in China's autonomous driving sector since the beginning of this year. Yu Enyuan, CEO of Neolithic, revealed at a media briefing that the original planned financing amount was $200 million, but the final figure reached nearly $400 million, making this round of financing an oversubscribed result.

Financing itself is not the whole story. What truly deserves attention is that behind this sum of capital, the evaluation criteria of the capital market for the logistics light vehicle business is undergoing a noticeable shift.

Over the past few years, the autonomous driving industry has been accustomed to telling stories around mileage, takeover rate, number of LiDAR units and model parameters. However, in the specific scenario of unmanned delivery, Yu Enyuan, CEO of Neolithic, has repeatedly emphasized one indicator: TCO, namely Total Cost of Ownership, the comprehensive operating cost over the full life cycle.

He breaks TCO down into nearly ten sub-indicators including hardware, safety, technology, cloud services, operation and maintenance, which are further refined into dozens of executable items: for example, air-free tires, seemingly trivial, are a real cost item in scenarios where there is no human driver to replace tires; for another example, extending the service life of vehicles from 5 years to 8 years, and increasing the average daily effective service duration from 12 hours to 18 hours.

The client-side version of this set of algorithms is very simple: traditional human-powered delivery costs about 1 yuan per kilometer, while the TCO of the unmanned vehicle can reduce the cost to 0.25 yuan, and the selling price can be reduced to 0.5 yuan, which directly cuts the cost by half for clients.

This is the commercial logic of logistics light vehicles. When policies are gradually liberalized and scenarios are gradually scaled up, what determines procurement will no longer be technological sentiment, but operational accounting.

In Neolithic's current revenue structure, vehicle sales still account for the largest proportion. However, Yu Enyuan stated that Neolithic hopes to gradually shift from selling products to selling services in the future, turning vehicles into fulfillment services, where partners hold assets, acquire customers, and are responsible for charging and swapping as well as operation and maintenance, while Neolithic provides core autonomous driving capabilities and dispatching systems.

He believes that the logistics industry is an open and complex system. With more than 30 million existing urban distribution vehicles, tens of millions of types of goods, and a huge variety of end scenarios, no single enterprise can cover all services. Openness means opportunities. Neolithic positions itself not as an automobile company, but as a capacity network operator.

By delegating the manufacturing process to SAIC MAXUS, Wuling and GAC, and retaining the scenario cognition and operation system for itself, Neolithic believes that the future profit pool of the logistics light vehicle industry does not lie in the gross profit of complete vehicles, but in the diminishing marginal cost after large-scale operation.

Neolithic's overseas business is also advancing simultaneously. It has now entered more than 20 countries, with business rolling out in the Middle East, Europe, Southeast Asia and Northeast Asia at the same time. Yu Enyuan revealed that the internal target is to make overseas revenue exceed domestic revenue within 3 to 6 years.

He also pointed out that the difficulty of going global does not lie in selling vehicles, but in compliance. Data cannot be transferred out of the country, cloud resources and employee teams all need to be localized, and road rights need to be negotiated city by city. In addition, if the scale in a single region is not large enough, the business model cannot be validated. With the dual support of the market and the government, the Middle East will be Neolithic's key overseas market.

Facing the wave of large models such as GPT-6, world model and VLA, Neolithic's attitude is unexpectedly calm. Yu Enyuan's judgment is: the stronger the base model, the more benefits the application layer will get; but what the logistics scenario needs is not the strongest model, but the model with the best ROI (Return on Investment).

At present, Neolithic's technology investment is concentrated in three areas: end-to-end model and data flywheel, product efficiency iteration, and cloud dispatching system. Yu Enyuan stated that when the density of unmanned vehicles in a single city exceeds that of human-driven commercial vehicles, the cloud-based brain responsible for dispatching will become a rigid demand. And this dispatching system relies heavily on actual operational experience.

Neolithic defines 2026 as the first year of the outbreak of unmanned delivery. Policies continue to be favorable, and the scale has increased by about three times year on year, but what is more noteworthy is the loosening of scenario boundaries.

In the past, the main battlefield of unmanned vehicles was e-commerce express delivery. This year, it has begun to expand to in-plant transportation, warehouse-to-warehouse delivery, clothing industrial clusters, and industrial parks. Yu Enyuan admitted that many scenarios were entered because partners pulled them in. Originally thought to be unfeasible, these scenarios turned out to have a better cost structure than dedicated AGVs and vans after actual operation.

In response to the question of whether the industry pattern has been solidified, Yu Enyuan's answer is: we are only in the Spring and Autumn Period of the industry now.

On the one hand, leading companies have pulled ahead in terms of fleet size, supply chain and road right accumulation; on the other hand, scenarios are still expanding, the cost curve is still declining, and policy details are still in the pilot phase. The lagging players have not been cleared out, and the leading players have not yet secured their stable positions.

At the end of the briefing, Yu Enyuan said that Neolithic has included safety as the first item in all employees' OKRs. He believes that the biggest variable in the next three years is not how powerful the model is, but safety and public opinion. A single malicious incident or large-scale disruption of public transportation may lead to tightened local policies.