The race for AI in business is shifting. While many tools focus on speed, delivering instant answers, Sakana AI is launching Sakana Marlin, a new product that prioritises depth over immediacy. Billed as a 'Virtual CSO' (Chief Strategy Officer), Marlin is designed for enterprises and operates differently from typical chatbots. Instead of providing quick responses, it engages in continuous, self-governing reasoning loops for up to eight hours. This allows it to produce comprehensive, deeply researched strategy reports of over 100 pages, complete with executive slides and citations.

Marlin moves beyond the prompt-and-response model of many AI tools. Users simply provide a core research topic, and after an initial scope-setting conversation, Marlin works autonomously. It formulates hypotheses, gathers data from the web, cross-references sources, and analyses complex business dynamics to uncover strategic insights. The output is not a simple text dump but a structured set of strategic options, designed to aid human decision-making. This sophisticated approach is powered by Sakana AI's proprietary Adaptive Branching Monte Carlo Tree Search (AB-MCTS) engine, an evolution of their earlier research into automating scientific discovery.
The AB-MCTS engine, built on Sakana's open-source TreeQuest library, revolutionises how AI models reason. Unlike brute-force methods like repeated sampling, AB-MCTS uses a principled, multi-turn approach. It treats research as a branching tree of possibilities, dynamically balancing exploration (seeking new hypotheses) and exploitation (refining promising solutions). A key innovation is its Multi-LLM AB-MCTS, which allows the system to orchestrate and select the most appropriate AI model for specific sub-tasks from a network of leading frontier models. This collective intelligence approach ensures thorough vetting and systemic trial-and-error, leading to high-quality, data-driven reports. Sakana AI's commitment to long-horizon reasoning, inspired by biomimicry and collective intelligence, aims to free up human executives for strategic decision-making rather than exhaustive research.
Sakana Marlin is strictly for enterprise use, with tiered pricing models designed for corporate entities. Crucially, Sakana AI has a robust data policy, ensuring customer data is not used for model training without explicit consent, making it ideal for businesses handling sensitive information. The company's strong founding team, including pioneers of transformer architecture, and significant funding rounds highlight its potential to reshape corporate AI infrastructure, moving beyond superficial answers to provide profound strategic understanding.
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