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August 12.2025
3 Minutes Read

How Datumo’s $15.5M Funding is Shaping the Future of AI Model Evaluation

LLM network diagram illustrating AI model evaluation.

Seoul's Datumo Challenges Established AI Players with $15.5 Million Funding

Datumo, a Seoul-based AI startup, has secured $15.5 million in funding to enhance its sophisticated approach to large language model (LLM) evaluation—a move that positions it to challenge industry giants like Scale AI. Backed by leading investors such as Salesforce Ventures and KB Investment, this funding round brings Datumo's total capital raised to approximately $28 million, marking a significant milestone in its journey since its inception in 2018.

Understanding the Need for Ethical AI Solutions

A recent McKinsey report highlights a critical concern in the rapidly evolving AI landscape: organizations struggle to implement generative AI safely and responsibly. With over 40% of surveyed businesses acknowledging a lack of preparedness, the demand for solutions that offer clarity and oversight in AI decision-making processes has never been more urgent. Datumo aims to fill this gap by providing tools and data that assist businesses in testing, monitoring, and improving their AI models.

From Data Labeling to AI Evaluation

Founded by David Kim, a former AI researcher at Korea's Agency for Defense Development, Datumo started as a data labeling service but quickly evolved in response to client needs. Its innovative approach involves a reward-based app that enables users to label data in their spare time. Initially validated through competitions at the Korea Advanced Institute of Science and Technology (KAIST), the startup gained traction by securing contracts even before fully developing the app.

By its first year, Datumo surpassed $1 million in revenue, building relationships with notable companies such as Samsung and Hyundai. As clients sought more than just labeling services, Datumo realized its potential in AI model evaluation—a pivot that would reposition it within the industry.

Leading the Charge in AI Trust and Safety

With the AI ecosystem's rapid growth, Datumo has committed to enhancing AI trust and safety standards. The release of Korea's first benchmark dataset dedicated to evaluating AI models underscores its focus on this trajectory. According to co-founder Michael Hwang, their evolution into model evaluation was an unanticipated yet fulfilling step, reflecting industry demands and further establishing their market presence.

The Landscape of AI Startups: Trends and Predictions

As startups like Datumo gain ground, the competitive landscape of AI services continues to heat up. Observers predict a growing trend of refinement in AI safety protocols as more companies realize the significance of model transparency and accountability. This shift could reshape consumer trust and engagement across AI platforms.

Counterarguments to the Rapid Adoption of AI

While offerings like Datumo's are promising, the rapid adoption of AI technologies raises numerous counterarguments. Some critics are wary of the push for deployment before adequate understanding and regulation. The fear is that hastily implemented AI solutions may lead to unforeseen risks and ethical dilemmas if transparency and accountability aren't prioritized. As Datumo undertakes this challenge, their success in addressing these concerns will be crucial.

Implications of Datumo's Approach for the Future

By focusing on enhancing AI evaluation processes and pushing for better safety standards, Datumo's advancements could impact various sectors beyond technology. Industries relying on AI, notably healthcare and finance, could benefit from improved AI transparency, ultimately fostering user trust and engagement. Datumo's strategies could serve as a blueprint for startups globally, illustrating how to adapt and meet the evolving demands of an increasingly AI-driven world.

As Datumo forges ahead with its innovative solutions, it exemplifies the potential for startups to disrupt traditional markets and prioritize ethical AI practices. Such efforts underscore the importance of seeking a balance between technological advancement and the imperative for responsible usage.

Generative AI

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08.10.2025

Inside the Bumpy Rollout of GPT-5: What Users Need to Know

Update Understanding the Bumpy Rollout of GPT-5 The recent rollout of OpenAI's GPT-5 has not been without its bumps, as highlighted during a Reddit ask-me-anything (AMA) session where CEO Sam Altman took questions from the community. The reception was less enthusiastic than hoped, with many users expressing their disappointment regarding the model's performance, particularly in its ability to switch automatically between different versions. This was particularly noticeable when users noted that GPT-5 felt "dumber" compared to its predecessor, GPT-4o. The Real-time Router Explained One of the intriguing features of GPT-5 is its real-time router designed to determine which model should respond based on user prompts. This feature aims to optimize performance by either providing quick responses or taking additional time to generate deeper, more thoughtful answers. However, during the initial rollout, the autoswitching functionality encountered significant issues. Altman explained in the AMA that the router malfunctioned, contributing to negative user experiences. The User Outcry for GPT-4o As frustrations mounted, it became clear that many users were longing for the previous model, GPT-4o. Altman acknowledged these concerns, saying they would explore the possibility of allowing Plus subscribers to access GPT-4o while they fine-tune GPT-5. The decision to consider this move demonstrates OpenAI's commitment to user satisfaction and adaptability in response to community feedback. A Promised Improvement in Accessibility Furthermore, Altman announced plans to double the rate limits for Plus subscribers as they approach the conclusion of the GPT-5 rollout. This strategic response aims to give users ample opportunities to test the new model without the pressure of depleting their monthly prompts. By enhancing the accessibility of the model, OpenAI hopes to encourage users to adapt to and adopt GPT-5 more comfortably. The 'Chart Crime' Incident: A Lesson in Presentation In addition to the technical issues, Altman addressed a humorous yet embarrassing incident during the GPT-5 presentation, referring to it as the "chart crime." A chart that was meant to illustrate a significant statistic turned out to be misleading and inaccurate, which not only generated laughs but also sparked criticism online. This highlights a critical aspect of tech communication: the importance of clarity and accuracy when presenting data to the public—an area OpenAI aims to improve upon as they refine GPT-5. Forecasting the Future of AI Models As discussions surrounding GPT-5 continue, the dialogue raises questions about AI development and user engagement. The challenges faced during the rollout present an opportunity for OpenAI and other tech companies to refine their strategies and improve the models they deliver to their user base. It indicates a shift where user experience will become an increasingly critical part of AI deployment. Potential Risks and Ethical Considerations in AI With new AI capabilities come a plethora of ethical considerations. As companies race to develop more advanced models, they must balance the promise of innovation with potential risks, including misinformation and misuse of technology. The public’s heightened expectations for transparency and accuracy highlight the need for ongoing dialogue in the AI community regarding the ethical implications of deploying AI technologies. Building a User-Centric Approach The responsiveness displayed by Altman and his team indicates a growing commitment to a user-centric approach in AI development. By actively seeking feedback and adjusting rollout strategies based on user experiences, OpenAI sets a precedent for future tech companies, emphasizing that user satisfaction should be at the core of technological advancement. As the rollout of GPT-5 evolves, it is crucial for users to stay Engaged with updates and provide feedback, as these advancements in technology continue to shape the landscape of artificial intelligence. By collaborating with developers and reporting their experiences, users can play an influential role in the ongoing evolution of these powerful tools.

08.09.2025

OpenAI Disrupts AI Market with Low Pricing for GPT-5: A Potential Price War?

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08.08.2025

OpenAI's GPT-5 Marks a New Era for Artificial Intelligence

Update OpenAI’s GPT-5 Launch: A Game Changer for AI OpenAI has officially unveiled its latest and most powerful language model, GPT-5, setting a new benchmark for AI technologies. Released on August 7, 2025, this model boasts a groundbreaking combination of reasoning capabilities and rapid response times, making it not just a chatbot, but an intelligent agent. CEO Sam Altman describes GPT-5 as “the best model in the world,” a significant leap toward true artificial general intelligence (AGI) that could outperform humans in economically valuable work. A Unified Model for Streamlined User Experience What sets GPT-5 apart is its unification of capabilities from OpenAI's earlier models. The AI can now perform a multitude of tasks such as generating software applications, organizing user calendars, and creating detailed research briefs on demand. With these enhancements, users can rely on GPT-5 to handle more complex tasks, significantly reducing the time and effort spent on routine activities. The Decision to Go Free: Democratizing AI Access OpenAI is also poised to change the game for non-paying users. Unlike previous models that required a subscription, GPT-5 will serve as the default for all free ChatGPT users. Nick Turley, VP of ChatGPT, emphasized the mission to make advanced AI accessible, saying, "This is just one of the ways that I’m excited to live the mission, making sure that this stuff actually benefits people.” This move could potentially shift the dynamics of the AI market, making advanced functionalities available to a broader audience. Anticipated Impact on Industries and Everyday Users The implications of GPT-5 stretch far beyond just casual interaction. It has the potential to transform various industries by automating tasks that traditionally required human intellect. For businesses, this means efficiencies that could lead to cost savings and productivity boosts. For everyday users, it signifies an AI companion that not only understands language but also interprets needs and executes tasks independently. Raising Ethical Questions in AI Development As AI becomes more powerful, ethical considerations become increasingly vital. With GPT-5, OpenAI faces the challenge of ensuring that the technology is used responsibly. Critics have previously raised concerns about biased modeling and the risk of AI misuse. Addressing these concerns head-on will be critical for OpenAI as it ushers in this new era of AI. Future Predictions: What Lies Ahead for AI Systems? Looking ahead, the advancements with GPT-5 signal a potential paradigm shift in how humans interact with computers. AI’s growing capabilities may lead to everything from personalized assistants to revolutionary new applications that could redefine work processes across sectors. As companies begin to integrate such sophisticated technology, the landscape of employment, ethical standards, and productivity will likely undergo significant changes. Closing Thoughts: Prepare for a New AI Reality The arrival of GPT-5 marks not just an upgrade in functionalities but a transformative moment in AI technology. As we witness its implementation in real-world tasks, both individuals and businesses should prepare for the possibilities that such advanced AI can offer. The future of work and daily tasks may soon become unrecognizable as GPT-5 paves the way for smarter, more efficient workflows.

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