Nobody else does this
Statistically honest AI visibility
LLM answers are stochastic — ask twice, get two answers. Every competitor reports a single
point estimate as if it were a measurement. Penlid samples repeatedly, reports a Wilson
interval, records the model version behind every sample, and will tell you
"no significant change" when that is the truth.
Claude, with live web search, is always sampled. More are added as a key and an adapter
are configured for each, up to your plan's engine count — the
free check names the ones this deployment can
sample right now, and every report names the engines that actually answered.