Side-by-side comparison of AI visibility scores, market position, and capabilities
Adept AI raised $415M to pioneer computer-use AI agents; its core research and agent team moved to Amazon in 2024 in a landmark talent acquisition while the company continues developing ACT-1 for enterprise automation.
Adept AI was founded in 2022 by a team of former OpenAI, DeepMind, and Google Brain researchers to build AI that can take actions on computers — navigating software interfaces, filling forms, and executing multi-step workflows in any application. Its ACT-1 model demonstrated the ability to control web browsers and desktop applications through natural language instructions, pioneering the computer-use agent paradigm that Anthropic later commercialized with Claude's computer use feature.
DeepSeek-V3 and R1 models shocked the AI industry with top-tier performance at <1% of OpenAI training costs. 96.88M MAU; open-weights model downloaded 5M+ times. Owned by High-Flyer (Chinese quant fund); demonstrated efficient AI without massive GPU clusters.
DeepSeek is a Chinese AI research company and LLM platform founded in 2023 as a subsidiary of High-Flyer, a quantitative hedge fund. The company made global headlines in early 2025 when it released DeepSeek-V3 and DeepSeek-R1, large language models that achieved top-tier performance on reasoning and coding benchmarks at a fraction of the training cost of comparable Western models. DeepSeek's engineering innovations—including mixture-of-experts architectures, multi-head latent attention, and efficient RLHF pipelines—demonstrated that frontier AI capability could be achieved with far less compute than previously assumed.\n\nDeepSeek offers its models through an API platform competitive with OpenAI and Anthropic, as well as releasing open-weights versions that can be downloaded and self-hosted. Its R1 reasoning model became especially popular for STEM tasks, coding, and mathematical problem solving. The open-weights strategy has made DeepSeek models a foundational choice for researchers, enterprises running private deployments, and developers seeking cost-efficient inference. DeepSeek's pricing is dramatically below Western API competitors, accelerating adoption globally.\n\nDeepSeek-R1's open-weights release was downloaded over 100 million times and triggered significant recalibration across the AI industry about training efficiency and the cost of frontier capabilities. The platform now serves 96.88 million monthly active users, rivaling major Western AI products in scale. DeepSeek's emergence reshaped the competitive landscape in 2025-2026, forcing cost reductions from OpenAI, Google, and Anthropic, and raising important questions about AI export controls and the global race for AI supremacy.
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