diff --git a/docs/Project.toml b/docs/Project.toml
index 7d4658d467..7ef60417b8 100644
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -21,6 +21,7 @@ Optimization = "7f7a1694-90dd-40f0-9382-eb1efda571ba"
 OptimizationBBO = "3e6eede4-6085-4f62-9a71-46d9bc1eb92b"
 OptimizationNLopt = "4e6fcdb7-1186-4e1f-a706-475e75c168bb"
 OptimizationOptimJL = "36348300-93cb-4f02-beb5-3c3902f8871e"
+OptimizationOptimisers = "42dfb2eb-d2b4-4451-abcd-913932933ac1"
 OrdinaryDiffEq = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed"
 Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 QuasiMonteCarlo = "8a4e6c94-4038-4cdc-81c3-7e6ffdb2a71b"
@@ -56,6 +57,7 @@ Optimization = "3.25"
 OptimizationBBO = "0.2"
 OptimizationNLopt = "0.2"
 OptimizationOptimJL = "0.3"
+OptimizationOptimisers = "0.2"
 OrdinaryDiffEq = "6.80"
 Plots = "1.40"
 QuasiMonteCarlo = "0.3"
diff --git a/docs/pages.jl b/docs/pages.jl
index 7f947a0caf..6414bb346c 100644
--- a/docs/pages.jl
+++ b/docs/pages.jl
@@ -50,7 +50,7 @@ pages = Any[
         # "inverse_problems/petab_ode_param_fitting.md",
         # ODE parameter fitting using Turing.
         # SDE/Jump fitting.
-        "inverse_problems/behaviour_optimisation.md",
+        # "inverse_problems/behaviour_optimisation.md", # Currently fails due to an Optimization.jl issue.
         "inverse_problems/structural_identifiability.md",
         # Practical identifiability.
         "inverse_problems/global_sensitivity_analysis.md",