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.
Aleph Alpha raised €500M+ and pivoted to sovereign AI solutions for European governments, positioning as the leading provider of GDPR-compliant, EU-hosted AI infrastructure for regulated industries.
Aleph Alpha is a German AI company building sovereign AI infrastructure for European governments and enterprises that require data sovereignty, GDPR compliance, and AI hosted within EU borders. Its Pharia AI platform provides LLM capabilities deployed on-premises or in EU data centers, serving German federal ministries, European defense agencies, and regulated industries including banking, healthcare, and legal services.
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