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7 Days Surpassing the 2 Trillion Token Mark! When AI Implementation Meets "Cost Anxiety," B.AI Sparks a Full-Scale Developer Calling Frenzy with "Inclusive Computing Power"

Tron Eco News
特邀专栏作者
2026-08-25 10:51
This article is about 4013 words, reading the full article takes about 6 minutes
Saying Goodbye to Expensive Inference Bills! B.AI's Token Throughput Surpasses 2 Trillion in 7 Days, Fully Implementing Inclusive Computing Power with an Ultimate Cost-Reduction System.
AI Summary
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  • Core Insight: Against the backdrop of widespread industry cost anxiety, B.AI is building a "super distribution hub" for computing power through free model campaigns and a tiered API system, achieving a platform Token throughput of over 2 trillion in 7 days, aiming to lower the inference cost barrier for large-scale AI implementation.
  • Key Elements:
    1. B.AI has announced full free access to multiple models including DeepSeek V4 Flash, Tencent Hy3, DeepSeek-V4-Flash-Vision-Exp, and Xiaomi MiMo-V2.5, with daily Token throughput peaking at over 220 billion.
    2. Industry Context: Gartner predicts that by 2027, approximately 40% of Agent projects will fail due to infrastructure cost overruns, with typical Agent workflow Token consumption being 5 to 30 times that of traditional chatbots.
    3. B.AI has launched a tiered API system featuring "Official Direct Connection" and "Self-Selected Service Providers," with official channels offering discounts of 10% to 40% off and self-selected channels providing 7 price tiers, with the lowest discount reaching 90% off.
    4. The platform supports an intelligent routing mode (Auto) that dynamically matches the optimal model based on user Prompts, lowering the barrier to AI usage for non-technical users.
    5. B.AI has enabled a dual-channel payment network that integrates Web2 (Visa, WeChat Pay, Alipay, UnionPay) and Web3 crypto settlement, covering a global developer ecosystem.
    6. Previously, it has launched regular profit-sharing measures such as limited-time free access to MiniMax M3 and Qwen-3.8 MAX, as well as exclusive discounts on GLM 5.3, continuously expanding its benefits matrix.

On August 24, B.AI, a next-generation AI infrastructure platform, reached a landmark moment in its history — the cumulative token throughput of its platform-wide free access campaign officially surpassed the 2 trillion mark! Behind this stunning milestone is a series of industry-shaking "inclusive benefits" initiatives that B.AI has recently rolled out.

At a time when the industry is gripped by cost anxiety amid price hikes from leading models, B.AI is bucking the trend. Since August 17, when B.AI announced that DeepSeek V4 Flash would be free for a limited time and set a record with daily throughput surpassing 220 billion tokens, Tencent Hy3, DeepSeek-V4-Flash-Vision-Exp, and Xiaomi MiMo-V2.5 have also been made fully free. This wave of API calls fueled by hardcore computing power benefits has not only ignited the enthusiasm of global developers but also directly demonstrated the robust resilience of B.AI's underlying architecture under ultra-large-scale concurrency.

This near-frenzied wave of API usage reflects the most genuine survival challenge facing the current AI industry — "cost anxiety." As the industry fully transitions into the era of highly automated agents, tokens have become the "base currency" of the new economic era, with their burn rate increasing exponentially. Soaring inference bills have surpassed model capability limits and become the biggest obstacle to the large-scale adoption of AI.

It is precisely at this critical juncture that B.AI has stayed true to its strategic vision as a "super distribution hub" spanning computing power across the entire network, fully unleashing the dividends of underlying infrastructure as a disruptor. Through its innovative tiered API system — "official direct connection for stability, self-selected services for the lowest prices" — B.AI ensures high availability for enterprise-grade core business while offering extreme cost-reduction potential of up to 90% off. Combined with a fully integrated Web2 and Web3 dual-channel payment network and continuously enhanced regular discount mechanisms, B.AI is building a complete closed loop for making affordable computing power accessible to all.

Stripping away the "scarcity premium" of large models, B.AI is breaking through the cost ceiling of AI adoption as a disruptor, turning inclusive and efficient computing power into real productivity that drives intelligent transformation across industries.

When AI Adoption Hits "Cost Anxiety," Computing Power Optimization Becomes a Corporate Survival Strategy

NVIDIA CEO Jensen Huang once made a remarkably astute business observation: in the AI era, tokens have become a "new currency."

When models truly penetrate complex business workflows, enterprises and developers are no longer purchasing fixed software licenses — they are paying per unit of "intelligent output." Every act of understanding, reasoning, and generation by a large model is essentially a business transaction that consumes tokens. And as the industry has fully transitioned into the era of highly automated agents over the past year, the burn rate of this "new currency" has surged by orders of magnitude.

A study by Gartner points out that a typical agent workflow consumes 5 to 30 times more tokens than a traditional chatbot. This means that in the past, a user might only need to call a model dozens of times per day. But now, behind a simple request like "help me complete market research," there are often hundreds or even thousands of model inference calls hidden, since the agent needs to autonomously plan, retrieve, reflect, and generate output.

As inference demand explodes exponentially, "computing power costs" have become the biggest source of anxiety for all enterprises and independent developers. According to Gartner, by 2027, approximately 40% of agent projects will fail due to infrastructure cost overruns. This reveals a harsh reality: what truly limits AI adoption is often no longer the ceiling of model capabilities, but the prohibitively high cost of inference.

It is against this backdrop that traditional "one-size-fits-all" large model calling strategies will become completely ineffective. If developers assign all nodes of an agent to flagship models, exorbitant bills will directly destroy a project's commercial viability. But if they downgrade to cheaper lightweight models across the board to save money, the agent's complex logical chains will collapse at any moment.

The core solution to breaking the cost curse lies in a full transition to a "multi-model collaboration" underlying architecture. This is akin to building a smart computing power hub: route high-complexity inference tasks precisely onto the "express lane of top-tier models," while smoothly diverting basic data processing onto the "affordable network of lightweight models." The market no longer needs more single-model APIs; it needs a computing power hub that combines underlying orchestration capabilities with large-scale bargaining power.

B.AI Builds a "Super Computing Hub," Reconstructing the Computing Power Distribution Network with Tiered APIs and Intelligent Routing

Amid the trend toward increasingly granular computing power demand, B.AI has formally established its core position as a next-generation AI infrastructure platform. Facing exponentially growing inference costs in agent scenarios, B.AI has broken through the shallow "API aggregation" model of traditional platforms, comprehensively upgrading its strategic positioning to become a "super distribution hub" spanning computing power across the entire network.

To this end, B.AI has launched two API access methods — "Official" and "Self-Selected Service Providers" — providing developers with the most cost-effective "computing power arsenal" and fully paving the way toward inclusive, practical access to AGI.

First, for enterprise core production environments and high-complexity inference tasks, B.AI has built an official access channel. This channel focuses on "direct connection to original manufacturer APIs," providing enterprises with high-level availability guarantees and supporting the full model lineup (currently 42 models). More importantly, leveraging its massive economies of scale, B.AI's official channel directly delivers "platform dividends" to developers, offering baseline discounts of 10%, 15%, 30%, and even 40%. This allows enterprises to significantly reduce basic computing costs while ensuring absolute stability for their core business.

For non-core workflows with relatively flexible stability requirements, B.AI has innovatively opened a self-selected service provider channel. In this mode, developers can directly choose third-party providers such as Mix, Nebula, and OL Station, and are billed according to their actual discounted rates. The platform offers 7 price tiers for free selection, with bottom-line prices reaching as low as 90% off. Through this tiered system of "official channel for stability, self-selected providers for the lowest prices," B.AI gives enterprises flexible API routing options, allowing them to compress overall AI adoption computing costs to the optimal range.

While providing hardcore API support at the infrastructure layer, B.AI also prioritizes ease of use for routine internal business scenarios. For front-end chat interaction scenarios, the platform has launched an "Intelligent Routing Mode (Auto)" designed specifically for regular users. In non-API scenarios such as daily office work and text analysis, the system can decompose the intent of each front-end prompt, dynamically matching the "most suitable" available model across the network at any given moment — avoiding resource waste while dramatically lowering the barrier to AI usage for non-technical users.

Stripping away the "scarcity premium" of large models, B.AI is reconstructing the underlying computing power distribution logic. As developers' increasingly mature routing strategies are deeply integrated with B.AI's tiered, cost-effective interfaces, the "cost wall" that once hindered large-scale agent adoption is being effectively broken down. This is not just an important iteration at the infrastructure level, but a substantive acceleration of the full-scale commercialization of AI applications.

Surpassing 2 Trillion in Throughput in 7 Days — B.AI Delivers on "Inclusive Computing" with a Multi-Faceted Benefits Ecosystem

B.AI has always stayed committed to its core philosophy of "building an inclusive computing hub." From continuously launching limited-time free access to top-tier flagship models to constantly upgrading API "discount channels," B.AI consistently lowers the barrier to AI adoption for enterprises through tangible concessions — and has continued to receive enthusiastic market response and deep recognition as a result.

Most recently, when DeepSeek announced price increases for its models, B.AI leveraged its mature resource aggregation capabilities and ecosystem confidence to respond swiftly with a market-driven offer: on August 17, B.AI announced that DeepSeek V4 Flash would be free for a limited time on the B.AI platform, simultaneously unlocking both web-based chat and API access — helping enterprises run production-grade AI workflows at zero cost.

This "counter-cyclical" inclusive initiative instantly ignited the market. Just 24 hours after the campaign launched, all key B.AI platform metrics hit all-time highs: single-day token throughput surged, breaking through the 220 billion mark.

And this wave of inclusive computing did not stop there. After the success of the first limited-time free campaign, B.AI capitalized on the momentum and continued to expand its developer benefits matrix. On August 21, the industry's highly anticipated Tencent Hy3 model officially landed on B.AI, made fully free and available to everyone on the network. Immediately after, on August 22, DeepSeek-V4-Flash-Vision-Exp — with its powerful visual analysis capabilities — also joined the "free camp," further completing the low-cost computing puzzle for enterprises in multimodal scenarios.

With the continuous expansion of free benefits, developer enthusiasm for API usage has been fully ignited. On August 24, B.AI reached a highly symbolic historical milestone — the cumulative token throughput of its platform-wide free access campaign officially surpassed the 2 trillion mark! This not only continues to break the platform's own popularity records, but also serves as the most direct data-driven proof of B.AI's underlying architecture's robust resilience and exceptional orchestration capabilities under ultra-large-scale, sustained high concurrency.

In fact, B.AI has always maintained an extremely sharp and high-frequency cadence of concessions. Prior to this, B.AI had already released platform dividends to the industry through a series of ice-breaking initiatives, including "MiniMax M3 free for a limited time," "GLM 5.3 exclusive 10% discount," "Qwen-3.8 MAX free for a limited time," and substantial top-up bonus campaigns. But this is only the beginning — going forward, B.AI will continue to expand its "inclusive benefits library," consistently planning more dimensional model free access and heavyweight discount campaigns. The platform will always stand alongside developers, continuously breaking through the cost ceiling of AI adoption with an endless stream of computing power dividends.

This escalation of inclusive benefits is not just reflected in single-model free access campaigns — it extends comprehensively into the core pipeline of daily API calls. Recently, B.AI API's "Official Discount Channel" received a major upgrade, with the discount matrix for mainstream large models being comprehensively expanded. While ensuring original-manufacturer-level direct connection stability, B.AI offers enterprises and developers more cost-effective computing power combinations.

At the same time, to serve a globalized and diverse developer ecosystem, B.AI has fully integrated its Web2 and Web3 dual-channel payment systems, completely breaking down funding barriers for global developers. The platform supports conventional fiat channels including Visa, WeChat Pay, Alipay, and UnionPay, while also opening up an efficient Web3 crypto settlement network — allowing global developers to obtain computing power "ammunition" with minimal friction costs.

The rapid advancement of large model technology continues to expand the boundaries of AI productivity, but the leap forward in underlying infrastructure determines whether the "intelligent economy" can truly take root. From architecture-level computing power optimization, full-lifecycle commercial concessions, to seamlessly integrated global payment networks, B.AI is completely reconstructing the computing power distribution logic of the AI era with a full-stack, disruptive approach.

In this new epoch where "tokens are currency," B.AI is committed to being the most solid digital foundation for all AI innovators, continuously deepening its super computing hub infrastructure and serving as the most reliable supporting force behind industries of every kind. Here, inclusive computing is no longer just a grand vision — it is being tangibly transformed into real productivity driving the intelligent transformation of global enterprises!

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