Side-by-side comparison of AI visibility scores, market position, and capabilities
Raised $250M Series A at $2B valuation (Dec 2024) led by AMD. LFM2-24B (Feb 2026): 24B knowledge density, 2.3B active params. Runs on 32GB RAM laptop. Non-transformer architecture.
Liquid AI is an MIT-spinout developing Liquid Foundation Models (LFMs) — AI models based on liquid neural network architecture rather than the transformer architecture that underpins virtually all major AI systems. The company raised $250 million in Series A financing at a $2 billion valuation in December 2024, led by AMD, which has strategic motivation to support non-NVIDIA-optimized model architectures. In February 2026, Liquid released LFM2-24B-A2B — a model with 24 billion parameters' worth of knowledge density that runs on only 2.3 billion active parameters, enabling deployment on a standard 32GB RAM laptop.
SF YC W24 AI support agent builder at 80% resolution time reduction and 71% ticket deflection; $500K from a16z/Greylock/YC/Netflix competing with Intercom Fin for customer support AI workflow automation.
Duckie is a San Francisco-based AI customer support platform — backed by Y Combinator (W24) with $500,000 in funding from Y Combinator, Andreessen Horowitz, Greylock, KungHo Fund, Netflix, and 5 additional investors — providing customer support teams with an AI agent builder that translates existing support processes and workflows into predictable, reliable AI automation, achieving 80% reduction in resolution time and 71% ticket deflection for deployed teams. Founded in 2023 and targeting customer support leaders at growth-stage software companies, Duckie enables support teams to deploy AI agents in minutes without engineering dependency.
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