# Liquid AI Open-Sources Pipette: A Reproducible Benchmarking Suite That Measures On-Device Models, Quantization, Runtime and Hardware Together > Source: > Published: 2026-08-25 23:48:08+00:00 Model cards report quality under server-class, full-precision conditions. Those numbers rarely predict how the same model behaves on a phone. This week, Liquid AI released Pipette. It is an open-source platform for benchmarking foundation models on edge devices, built in partnership with Artificial Analysis as an independent methodology validator. Pipette treats on-device behavior as a […] The post [Liquid AI Open-Sources Pipette: A Reproducible Benchmarking Suite That Measures On-Device Models, Quantization, Runtime and Hardware Together](https://www.marktechpost.com/2026/08/25/liquid-ai-open-sources-pipette-a-reproducible-benchmarking-suite-that-measures-on-device-models-quantization-runtime-and-hardware-together/) appeared first on [MarkTechPost](https://www.marktechpost.com).