Side-by-side comparison of AI visibility scores, market position, and capabilities
Orby AI is a generative AI process automation platform built on Large Action Models (LAMs); raised $30M Series A led by NEA, Wing VC, and WndrCo; delivers $2–4M average customer ROI with 50–80% time savings on enterprise workflows.
Orby AI is a generative AI company focused on enterprise process automation, founded in 2022 and headquartered in Palo Alto, California. Orby has developed what it calls Large Action Models (LAMs) — AI models trained specifically to observe, learn, and execute multi-step workflows across enterprise software systems. Unlike traditional robotic process automation (RPA) tools that rely on brittle rule-based scripts, Orby''s LAMs watch how employees complete repetitive tasks, extract general patterns from unstructured process data, and generate complete automation workflows that adapt when underlying applications change.
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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