diff --git a/src/ensemble/ensemble_problems.jl b/src/ensemble/ensemble_problems.jl
index 50479a473..102dc5a7b 100644
--- a/src/ensemble/ensemble_problems.jl
+++ b/src/ensemble/ensemble_problems.jl
@@ -28,12 +28,25 @@ EnsembleProblem(prob::AbstractSciMLProblem;
     `repeat` is the iteration of the repeat. At first, it is `1`, but if
     `rerun` was true this will be `2`, `3`, etc. counting the number of times
     problem `i` has been repeated.
-  - `reduction`: This function determines how to reduce the data in each batch.
-    Defaults to appending the `data` into `u`, initialised via `u_data`, from
-    the batches. `I` is a range of indices giving the trajectories corresponding
-    to the batches. The second part of the output determines whether the simulation
-    has converged. If `true`, the simulation will exit early. By default, this is
-    always `false`.
+
+  - `reduction`: This function is used to aggregate the results in each simulation batch. 
+    By default, it appends the `data` from the batch to `u`, which is initialized via `u_data`. 
+    The `I` is a range of indices corresponding to the trajectories for the current batch.
+    ### Arguments:
+        - `u`: The solution from the current ensemble run. This is the accumulated data that gets 
+          updated in each batch.
+        - `data`: The results from the current batch of simulations. This is typically some data 
+          (e.g., variable values, time steps) that is merged with `u`.
+        - `I`: A range of indices corresponding to the simulations in the current batch. This provides 
+          the trajectory indices for the batch.
+
+    ### Returns:
+        - `(new_data, has_converged)`: A tuple where:
+        - `new_data`: The updated accumulated data, typically the result of appending `data` to `u`.
+        - `has_converged`: A boolean indicating whether the simulation has converged and should terminate early. 
+          If `true`, the simulation will stop early. If `false`, the simulation will continue. By default, this is 
+          `false`, meaning the simulation will not stop early.
+
   - `u_init`: The initial form of the object that gets updated in-place inside the
     `reduction` function.
   - `safetycopy`: Determines whether a safety `deepcopy` is called on the `prob`
@@ -81,6 +94,21 @@ output_func(sol, i) = (sol[end, 2], false)
 Thus, the ensemble simulation would return as its data an array which is the
 end value of the 2nd dependent variable for each of the runs.
 """
+
+"""
+$(TYPEDEF)
+
+Defines a structure to manage an ensemble (batch) of problems.
+Each field controls how the ensemble behaves during simulation.
+
+## Arguments
+    - `prob`: The original base problem to replicate or modify.
+    - `prob_func`: A function that defines how to generate each subproblem.
+    - `output_func`: A function to post-process each individual simulation result.
+    - `reduction`: A function to combine results from all simulations.
+    - `u_init`: The initial container used to accumulate the results.
+    - `safetycopy`: Whether to copy the problem when creating subproblems (to avoid unintended modifications).
+"""
 struct EnsembleProblem{T, T2, T3, T4, T5} <: AbstractEnsembleProblem
     prob::T
     prob_func::T2
@@ -90,12 +118,36 @@ struct EnsembleProblem{T, T2, T3, T4, T5} <: AbstractEnsembleProblem
     safetycopy::Bool
 end
 
+"""
+Returns the same problem without modification.
+"""
 DEFAULT_PROB_FUNC(prob, i, repeat) = prob
+
+"""
+Returns the solution as-is, along with `false` indicating no rerun.
+"""
 DEFAULT_OUTPUT_FUNC(sol, i) = (sol, false)
+
+"""
+Appends new data to the accumulated data and returns `false` to indicate no early termination.
+"""
 DEFAULT_REDUCTION(u, data, I) = append!(u, data), false
+
+"""
+Selects the i-th problem from a vector of problems.
+"""
 DEFAULT_VECTOR_PROB_FUNC(prob, i, repeat) = prob[i]
+
+"""
+$(TYPEDEF)
+
+Constructor for deprecated usage where a vector of problems is passed directly.
+
+!!! warning
+    This constructor is deprecated. Use the standard ensemble syntax with `prob_func` instead.
+"""
 function EnsembleProblem(prob::AbstractVector{<:AbstractSciMLProblem}; kwargs...)
-    Base.depwarn("This dispatch is deprecated for the standard ensemble syntax. See the Parallel
+    Base.depwarn("This dispatch is deprecated for the standard ensemble syntax. See the Parallel \
     Ensembles Simulations Interface page for more details", :EnsembleProblem)
     invoke(EnsembleProblem,
         Tuple{Any},
@@ -103,6 +155,21 @@ function EnsembleProblem(prob::AbstractVector{<:AbstractSciMLProblem}; kwargs...
         prob_func = DEFAULT_VECTOR_PROB_FUNC,
         kwargs...)
 end
+
+"""
+$(TYPEDEF)
+
+Main constructor for `EnsembleProblem`.
+
+## Keyword Arguments
+
+- `prob`: The base problem.
+- `prob_func`: Function to modify the base problem per trajectory.
+- `output_func`: Function to extract output from a solution.
+- `reduction`: Function to aggregate results.
+- `u_init`: Initial value for aggregation.
+- `safetycopy`: Whether to deepcopy the problem before modifying.
+"""
 function EnsembleProblem(prob;
         prob_func = DEFAULT_PROB_FUNC,
         output_func = DEFAULT_OUTPUT_FUNC,
@@ -116,6 +183,11 @@ function EnsembleProblem(prob;
     EnsembleProblem(prob, _prob_func, _output_func, _reduction, _u_init, safetycopy)
 end
 
+"""
+$(TYPEDEF)
+
+Alternate constructor that uses only keyword arguments.
+"""
 function EnsembleProblem(; prob,
         prob_func = DEFAULT_PROB_FUNC,
         output_func = DEFAULT_OUTPUT_FUNC,
@@ -125,28 +197,62 @@ function EnsembleProblem(; prob,
     EnsembleProblem(prob; prob_func, output_func, reduction, u_init, safetycopy)
 end
 
-#since NonlinearProblem might want to use this dispatch as well
+"""
+$(TYPEDEF)
+
+Constructor that is used for NOnlinearProblem.
+
+!!! warning
+    This dispatch is deprecated. See the Parallel Ensembles Simulations Interface page.
+"""
 function SciMLBase.EnsembleProblem(
         prob::AbstractSciMLProblem, u0s::Vector{Vector{T}}; kwargs...) where {T}
-    Base.depwarn("This dispatch is deprecated for the standard ensemble syntax. See the Parallel
-    Ensembles Simulations Interface page for more details", :EnsebleProblem)
+    Base.depwarn("This dispatch is deprecated for the standard ensemble syntax. See the Parallel \
+    Ensembles Simulations Interface page for more details", :EnsembleProblem)
     prob_func = (prob, i, repeat = nothing) -> remake(prob, u0 = u0s[i])
     return SciMLBase.EnsembleProblem(prob; prob_func, kwargs...)
 end
 
+"""
+$(TYPEDEF)
+
+Defines a weighted version of an `EnsembleProblem`, where different simulations contribute unequally.
+
+## Arguments
+
+- `ensembleprob`: The base ensemble problem.
+- `weights`: A vector of weights corresponding to each simulation.
+"""
 struct WeightedEnsembleProblem{T1 <: AbstractEnsembleProblem, T2 <: AbstractVector} <:
        AbstractEnsembleProblem
     ensembleprob::T1
     weights::T2
 end
+
+"""
+Returns a list of all accessible properties, including those from the inner ensemble and `:weights`.
+"""
 function Base.propertynames(e::WeightedEnsembleProblem)
     (Base.propertynames(getfield(e, :ensembleprob))..., :weights)
 end
+
+"""
+Accesses properties of a `WeightedEnsembleProblem`.
+
+Returns `weights` or delegates to the underlying ensemble.
+"""
 function Base.getproperty(e::WeightedEnsembleProblem, f::Symbol)
     f === :weights && return getfield(e, :weights)
     f === :ensembleprob && return getfield(e, :ensembleprob)
     return getproperty(getfield(e, :ensembleprob), f)
 end
+
+"""
+$(TYPEDEF)
+
+Constructor for `WeightedEnsembleProblem`. Ensures weights sum to 1 and matches problem count.
+
+"""
 function WeightedEnsembleProblem(args...; weights, kwargs...)
     # TODO: allow skipping checks?
     @assert sum(weights) ≈ 1
@@ -154,3 +260,4 @@ function WeightedEnsembleProblem(args...; weights, kwargs...)
     @assert length(ep.prob) == length(weights)
     WeightedEnsembleProblem(ep, weights)
 end
+