The Future of AI-Powered User Acquisition: Achieving High Efficiency and Low-Cost Conversion

30 November 2025

With rapid advances in AI technologies, precision acquisition has become the core driver of corporate marketing. This article explores how businesses can utilize AI to enhance their advertising effectiveness while reducing costs for greater ROI.

A data scientist in a futuristic city is researching AI precision acquisition technology, showcasing the NeurIPS 2025 best paper award trophy

AI Implementation in Precise Acquisitions

Precision user acquisition is rapidly becoming the key competitive differentiator. Through machine learning and data analytics, AI empowers advertisers to identify and engage ideal customer profiles more accurately. For example, at NeurIPS 2025, Alibaba's Qwen team demonstrated their research on “Gate Attention,” which significantly enhanced the ability to identify user intent and behaviors. This advancement increased advertisement relevance, thereby reducing overall ad expenses while delivering stronger ROI outcomes.

Alibaba Qwen Model: Frontiers in Ad Precision

The "Gate Attention" technology presented by Alibaba’s Qwen team at NeurIPS 2025 added a trainable gate layer to the traditional attention mechanism, dynamically choosing which pieces of information to process further in real time. This method efficiently weeds out irrelevant data and optimizes computational resource use, leading to robust model behavior under varying workloads. Qwen’s experiments showed parameter efficiency at scale—1.7B-dense and 15B-MoE achieved notable decreases in perplexity (-0.2 points) and raised the Multilingual Language Understanding (MMLU) score by 2, making it easier for advertisers to develop more granular customer profiles for highly optimized targeting.

Kuaishou Keye-VL Series: Revolutionary Multi-modal Reasoning

Kuaishou’s Keye-VL-671B series delivers breakthroughs across modalities including image processing, video reasoning, and mathematical problem-solving. These advanced AI models are pivotal in enhancing advertising accuracy, even in highly complex user scenarios. Through deep video understanding capabilities, the model identifies specific user interest areas to recommend content that resonates better, ensuring not only higher click-through but fostering deeper engagement among audiences for increased revenue conversion opportunities.

AI-Powered Optimized Advertising Campaigns

Traditionally, ad campaigns struggle with high costs relative to low performance gains for advertisers; however, leveraging advanced AI can transform this paradigm. By analyzing user-behavioral datasets with high resolution, AI-driven tools forecast preferences, allowing personalized messaging delivery. Additionally, optimizing advertisement design elements or timing further reduces Cost per Action metrics drastically compared to previous manual tactics—Kuaishou's benchmarks substantiate how AI improves campaign ROI both qualitatively and quantitatively while slashing costs for marketers.

AI-Powered Personalization: Trends Shaping Tomorrow

Future user acquisitions trends will lean heavily toward ultra-personalized marketing experiences enabled by AI innovations such as dynamic interaction systems built around actionable insights derived directly from user intent signals analyzed by sophisticated algorithms developed through advancements akin to Qwen’s "Gate Attention." Beyond mere ad placements lies smarter interaction mechanisms driven by contextual relevancies rather than static assumptions. Such an approach promises enhanced retention rates, stronger customer loyalty, completely revolutionizing standard operating procedures within today's digital advertising landscape.

To summarize, the application of AI technology in precise customer acquisition and advertising has already shown tremendous potential. By leveraging these advanced technologies, businesses can not only improve the conversion rate of their ads but also effectively reduce marketing costs. In this digital marketing wave, Bay Marketing, as an efficient and intelligent email marketing tool, provides even more possibilities for businesses.

Bay Marketing collects business opportunities by allowing users to input keywords and specify collection conditions such as region, language, industry, social media, and trade shows. It retrieves potential customers' emails from relevant platforms. Additionally, Bay Marketing can use AI to generate email templates, send emails to collected potential customers, track email open rates, and automatically interact with customers via email. If necessary, it can also send text messages.

Bay Marketing is a high-efficiency and intelligent email marketing tool designed for modern enterprises. It uses advanced AI technology to help businesses accurately acquire potential customer information, build a smart customer data ecosystem, and explore new customer segments through efficient bulk email mechanisms, quickly boosting business performance. Its high delivery rate, flexible pricing model, wide applicability, global coverage capability, comprehensive data analysis, and optimization make it a powerful tool for businesses.

Whether you are looking to gain valuable customer insights or seek new ways to enhance your marketing efficiency, Bay Marketing is a trusted choice.Learn more about Bay Marketing.