$Appen Ltd (APX.AU)$ You can't buy when it rises! You can only buy at a higher price, and when it falls, even if you can buy, you don't dare to gamble or believe it can bounce back, just like with Zip - a common pattern.

$Appen Ltd (APX.AU)$ Appen and Scale AI are both heavyweight players in the data annotation and AI training field, but their strategies, target demands, and strengths and weaknesses differ. Below is a comparative analysis of the two.
### **Core Positioning and Methods**
Appen is an experienced company that focuses on a human-centered approach. It has over 1 million annotators spread across more than 170 countries, supporting over 235 languages, and providing high-quality human-annotated data. Its strength lies in flexibility and capability to handle text, voice, image, and multimodal datasets, making it the preferred choice for diversified, general AI projects. Appen enhances efficiency through its AI data platform (ADAP) combined with automation, but still relies heavily on human involvement to ensure accuracy and quality.
Scale AI is a young, technology-driven company that emphasizes speed, scale, and automation. Founded in 2016, it is known for handling large-scale complex data sets, particularly excelling in cutting-edge applications such as autonomous driving, LLM, and computer vision. Scale combines over 100,000 human annotators with advanced machine learning, first reducing workload through pre-labeling and then refining data through human review. This hybrid model focuses on fast delivery and high accuracy, often providing over 99% accuracy for demanding clients.
### **Scale and Speed**
Scale AI operates at speed...

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$Appen Ltd (APX.AU)$
Internal sources indicate that quarterly profits reach 820 million.

$BrainChip Holdings Ltd (BRN.AU)$ Is this the beginning of a tug-of-war, dragging on?