diff --git a/R/latent_lognormal.R b/R/latent_lognormal.R
index a9de72c26..485576496 100644
--- a/R/latent_lognormal.R
+++ b/R/latent_lognormal.R
@@ -8,7 +8,7 @@
 #' @param ... Additional arguments
 #' @autoglobal
 #' @keywords internal
-posterior_predict_latent_lognormal <- function(i, prep, ...) { # nolint: object_length_linter
+posterior_predict_latent <- function(i, prep, ...) { # nolint: object_length_linter
   mu <- brms::get_dpar(prep, "mu", i = i)
   sigma <- brms::get_dpar(prep, "sigma", i = i)
 
@@ -42,7 +42,7 @@ posterior_predict_latent_lognormal <- function(i, prep, ...) { # nolint: object_
 #' @param prep The result of a call to [`brms::prepare_predictions`]
 #' @autoglobal
 #' @keywords internal
-posterior_epred_latent_lognormal <- function(prep) { # nolint: object_length_linter
+posterior_epred_latent <- function(prep) { # nolint: object_length_linter
   mu <- brms::get_dpar(prep, "mu")
   sigma <- brms::get_dpar(prep, "sigma")
   exp(mu + sigma^2 / 2)
@@ -56,7 +56,7 @@ posterior_epred_latent_lognormal <- function(prep) { # nolint: object_length_lin
 #' @param prep The result of a call to [brms::prepare_predictions()]
 #' @autoglobal
 #' @keywords internal
-log_lik_latent_lognormal <- function(i, prep) {
+log_lik_latent <- function(i, prep) {
   mu <- brms::get_dpar(prep, "mu", i = i)
   sigma <- brms::get_dpar(prep, "sigma", i = i)
   y <- prep$data$Y[i]
diff --git a/R/latent_model.R b/R/latent_model.R
index 99ccdd5c9..f2939d6aa 100644
--- a/R/latent_model.R
+++ b/R/latent_model.R
@@ -89,7 +89,10 @@ epidist_family_model.epidist_latent_model <- function(
     ub = c(NA, as.numeric(lapply(family$other_bounds, "[[", "ub"))),
     type = family$type,
     vars = c("pwindow", "swindow", "vreal1"),
-    loop = FALSE
+    loop = FALSE,
+    log_lik = log_lik_latent,
+    posterior_predict = posterior_predict_latent,
+    posterior_epred = posterior_epred_latent
   )
   custom_family$reparm <- family$reparm
   return(custom_family)
diff --git a/man/log_lik_latent_lognormal.Rd b/man/log_lik_latent.Rd
similarity index 82%
rename from man/log_lik_latent_lognormal.Rd
rename to man/log_lik_latent.Rd
index 4cac6907c..ecadb37a5 100644
--- a/man/log_lik_latent_lognormal.Rd
+++ b/man/log_lik_latent.Rd
@@ -1,10 +1,10 @@
 % Generated by roxygen2: do not edit by hand
 % Please edit documentation in R/latent_lognormal.R
-\name{log_lik_latent_lognormal}
-\alias{log_lik_latent_lognormal}
+\name{log_lik_latent}
+\alias{log_lik_latent}
 \title{Calculate the pointwise log likelihood of the \code{latent_gamma} family}
 \usage{
-log_lik_latent_lognormal(i, prep)
+log_lik_latent(i, prep)
 }
 \arguments{
 \item{i}{The index of the observation to calculate the log likelihood of}
diff --git a/man/posterior_epred_latent_lognormal.Rd b/man/posterior_epred_latent.Rd
similarity index 78%
rename from man/posterior_epred_latent_lognormal.Rd
rename to man/posterior_epred_latent.Rd
index c8fb0d6ac..8bce50dd1 100644
--- a/man/posterior_epred_latent_lognormal.Rd
+++ b/man/posterior_epred_latent.Rd
@@ -1,11 +1,11 @@
 % Generated by roxygen2: do not edit by hand
 % Please edit documentation in R/latent_lognormal.R
-\name{posterior_epred_latent_lognormal}
-\alias{posterior_epred_latent_lognormal}
+\name{posterior_epred_latent}
+\alias{posterior_epred_latent}
 \title{Draws from the expected value of the posterior predictive distribution of the
 \code{latent_gamma} family}
 \usage{
-posterior_epred_latent_lognormal(prep)
+posterior_epred_latent(prep)
 }
 \arguments{
 \item{prep}{The result of a call to \code{\link[brms:prepare_predictions]{brms::prepare_predictions}}}
diff --git a/man/posterior_predict_latent_lognormal.Rd b/man/posterior_predict_latent.Rd
similarity index 79%
rename from man/posterior_predict_latent_lognormal.Rd
rename to man/posterior_predict_latent.Rd
index bb5612305..997936ae2 100644
--- a/man/posterior_predict_latent_lognormal.Rd
+++ b/man/posterior_predict_latent.Rd
@@ -1,11 +1,11 @@
 % Generated by roxygen2: do not edit by hand
 % Please edit documentation in R/latent_lognormal.R
-\name{posterior_predict_latent_lognormal}
-\alias{posterior_predict_latent_lognormal}
+\name{posterior_predict_latent}
+\alias{posterior_predict_latent}
 \title{Draws from the posterior predictive distribution of the \code{latent_lognormal}
 family}
 \usage{
-posterior_predict_latent_lognormal(i, prep, ...)
+posterior_predict_latent(i, prep, ...)
 }
 \arguments{
 \item{i}{The index of the observation to predict}