When capital and public opinion focus on AI toys, the spotlight is always on the glamorous C-end products: the affectionate AI plush dolls, the tabletop robots capable of philosophical conversations, or the cultivate-type electronic pets. The narrative logic of the industry seems to be locked in a single track: first, create a phenomenon-level C-end hit that sweeps the market overnight, and then rapidly expand the scale through viral dissemination.

However, when we peel back the veil of marketing and closely observe the actual progress of the industry, a completely different picture is emerging. The first wave of large-scale implementation of AI toys is likely not to start with the highly publicized C-end hit, but rather from those B-end customizations that are not visible to the public. This is not because C-end has no demand; on the contrary, because at the current technological maturity and market education stage, B-end provides a more solid landing point.
I. Paradigm Shift: From "One-Time Souvenirs" to "Sustainable Relationship Carriers"
In the traditional toy and derivative industry, B-end customization has long been a mature business. Brand peripherals, event souvenirs, IP jointed dolls, constitute a vast licensing market. But these products are essentially "dead". Their life cycle follows a fixed trajectory: production, sale, being briefly loved, and then being shelved or forgotten.
The injection of AI technology is completely rewriting this script. When a seemingly ordinary plush toy or pendant is endowed with an AI brain, it completes a thrilling leap from a "static object" to a "dynamic carrier". It is no longer a souvenir that loses its meaning after the event, but a digital life form that can continuously breathe and interact.
Imagine that the concert peripherals of Taylor Swift are no longer a glowing bracelet, but an "elf" with AI capabilities. After the concert, it can still chat with you, play unreleased demos for you, and even imitate the tone of the idol to interact with you. Similarly, an anime IP pendant, if it can continuously update the plot and dialogues through OTA (over-the-air download technology), it will no longer be just a decoration on the bag, but a "digital avatar" that fans carry with them.
Under this logic, enterprises no longer purchase a batch of expiring inventory, but a medium that can extend the user relationship cycle. The value of B-end customization is thus exponentially magnified.
II. The Inevitability of Business: Why B-end is the Best "Incubator" for AI Toys
The biggest challenge that AI toys faced in the early stage was never the technology itself, but the cruel battle between scale effect and cost structure.
For the C-end market, it was a red sea of fierce battles. Consumers were price-sensitive, the demand was extremely scattered, and it required huge market expenses to educate users on "why I need this". To create a C-end hit not only required a solid product, but also needed the luck of favorable timing, location, and people.
In contrast, the B-end market provided a perfect haven for the fledgling AI toy teams:
Certain scale and cash flow: B-end orders usually come with a definite purchase volume. Whether it's brand marketing activities, IP derivative releases, or bank and airline point redemption, once signed, it means a stable production plan and a healthy collection cycle. This is the "oxygen" for AI companies that need heavy R&D investment to survive.
Self-contained "Usage Reasons": C-end users need to be persuaded, while B-end customers have their own scenarios. Brands need interaction to enhance user stickiness, and IP owners need new gameplay to maintain fan enthusiasm. In the face of these clear commercial goals, AI capabilities are no longer "nice to have", but "life-saving".
A low-cost product validation field: AI toys are still in the "rapid iteration" Darwinian stage. By entering different scenarios through B-end projects (such as souvenirs for car manufacturers, VIP gifts for banks, and interactive props for theme parks), the team can collect real-world feedback at an extremely low marginal cost: Will users continue to interact? Is the storytelling function popular or the alarm function popular? Which personality setting is more likely to establish an emotional connection?
Therefore, the B-end is not only a source of income, but also the best sandbox for AI toy companies to refine their products and verify PMF (Product-Market Fit).
III. Dimensional Expansion: From "Materials" to "Relationship Entry Points"
The fate of traditional peripheral products is "short-lived". They start to decline from the moment they are born. However, AI toys have given peripheral products the possibility of "immortality".
When a brand establishes a continuous connection with users through AI toys, this physical object becomes a "relationship entry point". It can send exclusive blessings during the Dragon Boat Festival, play customized songs on the user's birthday, and provide algorithm-generated comfort when the user is in a low mood. It is no longer an accessory of an event, but the brand's nerve endings in the digital world reaching users.
More and more brand marketing directors are beginning to realize that purchasing a batch of AI toys is actually buying "exclusive rights to user time". They no longer only focus on the few dollars of material cost, but through this object with AI capabilities, implant the brand's presence in users' daily lives for several months or even years.
For AI toy companies, this means a reconfiguration of the business model: You don't have to bear the high acquisition costs and education risks in the C-end market from the beginning, but can first become the "arms dealer" for brands and IPs, and grow quietly in the B-end market through technological empowerment and hardware customization.
IV. Circuitous Tactics: From B-end to C-end's "Rural Encirclement of the City"
Emphasizing B-end priority does not mean giving up on C-end. On the contrary, B-end customization is more like a bridge, a transitional path connecting the technical prototype with the mass market.
Through the baptism of B-end projects, the team can complete three crucial accumulations:
Supply chain and hardware capabilities integration: Through large-scale orders, force factories to solve yield problems and optimize cost structure.
Data and algorithm accumulation: Through the real interactions of a large number of users, train models that understand human emotions better.
Platformized system construction: Abstract fragmented demands into a common technical platform.
When these foundational constructions gradually mature, hardware costs reach a critical point, and user education has been indirectly completed by the B-end brands, then launching flagship products for the C-end market, the probability of success will increase exponentially. This "first the industry, then the general public" path has been repeatedly verified in the printer, drone, and even the new energy vehicle industries.
V. The End of the Platform: Modularization and Ecologization
As more players flood into the field, the simple project formulation system will encounter a bottleneck. The industry is inevitably entering the "platformization stage".
Smart entrepreneurs no longer try to develop a mold from scratch for each IP or brand, but focus on establishing reusable hardware platforms. Just like Lego bricks, the same set of mainboards, batteries, and sensor structures can be adapted to different shell designs, thus serving different IP images.
Platformization means:
Cost reduction and efficiency improvement: Customization costs are significantly reduced, and delivery cycles are shortened.
Software-defined hardware: Content and characters are updated through the cloud, and the lifecycle of the hardware is extended.
Ecological barriers: Once the platform is connected to mainstream IPs and brands, latercomers will find it difficult to shake its position.
Conclusion
The future of AI toys may not explode onto the streets and alleys overnight like smartphones did. Instead, it will grow in a more pragmatic and covert manner - first, it will quietly build a moat in the B-end market, and through countless customized "small openings", penetrate into every aspect of our lives. When the technology is mature enough and the cost is low enough, it will naturally evolve from a "business tool" in the B-end to an "emotional companion" in the hands of everyone in the C-end.
