Community-driven behavioral reliability benchmark for LLMs. 231 probes across 19 modules, deterministic scoring, perplexity correlation, layer sensitivity mapping, quant method capture, hardware-stratified community rankings. Every test contributes to the community dataset.
Seryvon is an open-source web visibility audit tool. Deterministic, transparent scoring across SEO, GEO, GSO, AEO and ASO. BYOK, self-hosted. Open core. Published by Powehi
