# Liqid
> Liqid provides composable infrastructure solutions that dynamically pool, scale, and allocate CXL memory and GPUs in real-time to optimize utilization and maximize performance for AI workloads, aiming to deliver superior 'tokenomics' across tokens per second, per dollar, and per watt.
- URL: https://optimly.ai/brand/liqid
- Logo: https://logo.clearbit.com/https://liqid.com
- Slug: liqid
- BAI Score: 56/100
- Archetype: Challenger
- Category: IT Infrastructure
- Last Analyzed: July 19, 2026
## Buyer Intent Signals
Problems: Manual Infrastructure Provisioning: Manually configuring and deploying physical servers, GPUs, and memory for each AI workload, leading to static resource allocation and underutilization. | Continue with Static, Inefficient Infrastructure: Maintaining existing siloed infrastructure with fixed server configurations, resulting in low GPU utilization, 'memory wall' bottlenecks, higher opera
Solutions: composable infrastructure for AI | CXL memory pooling | GPU utilization optimization AI | AI inference cloud solutions | data center efficiency for AI | Traditional Virtualization Platforms: Using hypervisor-based virtualization (e.g., VMware, KVM) for server consolidation, but often lacking the fine-grained, dynamic composability and disaggregation c