diff --git a/CompareCropModels/Manifest.toml b/CompareCropModels/Manifest.toml
new file mode 100644
index 0000000000000000000000000000000000000000..955b6de4b9d525f1d1904045c82d1f1c8458cfc5
--- /dev/null
+++ b/CompareCropModels/Manifest.toml
@@ -0,0 +1,1929 @@
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diff --git a/CompareCropModels/Project.toml b/CompareCropModels/Project.toml
new file mode 100644
index 0000000000000000000000000000000000000000..4cfec1b799edb3f9276c05f964577a43bc83bd31
--- /dev/null
+++ b/CompareCropModels/Project.toml
@@ -0,0 +1,8 @@
+[deps]
+AquaCrop = "8f16cebd-c0b4-44a3-857f-c101f083256c"
+LoggingExtras = "e6f89c97-d47a-5376-807f-9c37f3926c36"
+Persefone = "039acd1d-2a07-4b33-b082-83a1ff0fd136"
+StableRNGs = "860ef19b-820b-49d6-a774-d7a799459cd3"
+
+[sources]
+Persefone = {rev = "5c4370740cdc407575c2870602f25625672fc599", url = "https://git.idiv.de/persefone/persefone-model.git"}
diff --git a/CompareCropModels/compare-cropmodels.jl b/CompareCropModels/compare-cropmodels.jl
new file mode 100644
index 0000000000000000000000000000000000000000..4e9600d5ab0e5212bd8da31470817e1a188920fa
--- /dev/null
+++ b/CompareCropModels/compare-cropmodels.jl
@@ -0,0 +1,223 @@
+### Persefone.jl - a model of agricultural landscapes and ecosystems in Europe.
+###
+### Crop model comparison
+
+using Dates
+using DataFrames
+using Logging
+using LoggingExtras
+using Persefone
+using Random
+using StableRNGs
+using Test
+
+const Ps = Persefone
+
+import Unitful: @u_str, cm, m, km, ha, mg, g, kg, Length, Area, Mass
+const m² = m^2
+const km² = km^2
+const ton = Persefone.AquaCropWrapper.ton
+
+const PERSEFONE_DIR = joinpath(dirname(pathof(Persefone)), "..")
+
+"""
+    showfarmplots(model)
+
+Show information about all the farmplots in the simulation and their
+crop state.
+"""
+function showfarmplots(io::IO, model::Ps.SimulationModel)
+    println(io, "Farmplots on $(model.date)")
+    for (i, fp) in enumerate(model.farmplots)
+        println(io, "$(fp.id): $(length(fp.pixels))px $(fp.soiltype) Farmer($(fp.farmer))")
+    end
+    return nothing
+end
+showfarmplots(model::Ps.SimulationModel) = showfarmplots(stdout, model)
+
+"""
+    inittestmodel(smallmap=true)
+
+Initialise an SimulationModel for testing purposes.
+
+`smallmap`: use a hypothetical small landscape rather than a real one?
+"""
+function inittestmodel(; xsize::Int=1,
+                       ysize::Int=1,
+                       start_date::Date = Date(2020, 01, 01),
+                       end_date::Date = Date(2020, 12, 31),
+                       weather_datapath::AbstractString=joinpath(PERSEFONE_DIR, "data/regions/jena/weather.csv"),
+                       rng_seed::Int=42,
+                       cropdir_almass::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/almass/"),
+                       cropdir_aquacrop::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/aquacrop/")
+                       )
+    settings = Dict{String, Any}(
+        "core.startdate" => start_date,
+    )
+    weather = Ps.initweather(weather_datapath, start_date, end_date)
+
+    # crop types, with remapped names
+    allcrops = Dict{String, Ps.AbstractCropType}()
+    # ALMaSS crop types
+    crops_almass = Ps.ALMaSS.readcropparameters(cropdir_almass)
+    for (cropname, croptype) in crops_almass
+        push!(allcrops, "ALMaSS/$(cropname)" => croptype)
+    end
+    # AquaCrop crop types
+    crops_aquacrop = Ps.AquaCropWrapper.readcropparameters(cropdir_aquacrop)
+    for (cropname, croptype) in crops_aquacrop
+        if croptype.name != croptype.aquacrop_name
+            push!(allcrops, "AquaCrop/$(cropname) {$(croptype.aquacrop_name)}" => croptype)
+        else
+            push!(allcrops, "AquaCrop/$(cropname)" => croptype)
+        end
+    end
+
+    landscape = smalltestlandscape(xsize, ysize)
+
+    model = AgricultureModel(;
+        settings,
+        rng = StableRNG(rng_seed),
+        logger = global_logger(),
+        date = start_date,
+        landscape,
+        weather,
+        crops = allcrops
+    )
+
+    return model
+end    
+
+"""
+    smalltestlandscape([xsize], [ysize])
+
+Create a `xsize` x `ysize` landscape with agriculture landcover type.
+"""
+function smalltestlandscape(xsize::Int=8, ysize::Int=8)
+    landscape = Matrix{Pixel}(undef, xsize, ysize)
+    for x in 1:xsize, y in 1:ysize
+        landscape[x,y] = Pixel(Ps.agriculture)
+    end
+    return landscape
+end
+
+function compare_cropmodels(; crops_compare::Vector{Tuple{String,String,Ps.AnnualDate}} = [
+                                ("ALMaSS/maize", "AquaCrop/maize", Ps.AnnualDate(4, 15)),
+                            ],
+                            start_date = Date(2020, 01, 01),
+                            end_date = Date(2020, 12, 31),
+                            weather_datapath::AbstractString=joinpath(PERSEFONE_DIR, "data/regions/jena/weather.csv"),
+                            rng_seed::Int=42,
+                            cropdir_almass::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/almass/"),
+                            cropdir_aquacrop::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/aquacrop/")
+                            )
+    allcrops = vcat(map(x -> x[1], crops_compare), map(x -> x[2], crops_compare))
+    sowingdates = Dict{Ps.AnnualDate, Vector{String}}()
+    for (almass_name, aquacrop_name, ad) in crops_compare
+        if ! haskey(sowingdates, ad)
+            sowingdates[ad] = String[]
+        end
+        push!(sowingdates[ad], almass_name)
+        push!(sowingdates[ad], aquacrop_name)
+    end
+    @show sowingdates
+    ncrops = length(allcrops)
+    # Note: exclude Ps.nosoildata, Ps.nosoil
+    allsoiltypes = filter(x -> x != Ps.nosoildata && x!= Ps.nosoil, instances(Ps.SoilType))
+    nsoiltypes = length(allsoiltypes)
+    model = inittestmodel(; xsize=ncrops, ysize=nsoiltypes,
+                          start_date, end_date, weather_datapath,
+                          rng_seed, cropdir_almass, cropdir_aquacrop)
+    croptype_to_cropname = Dict(ct => cn for (cn, ct) in model.crops)
+    @show length(model.farmplots)
+    # create farmplots and crop states
+    farmplot_id = 1
+    farmer_id = 1
+    for i in 1:ncrops
+        cropname = "ALMaSS/natural grass"
+        for j in 1:nsoiltypes
+            # soiltype
+            soiltype = allsoiltypes[j]
+            model.landscape[i, j].soiltype = soiltype
+            # farmplot, cropstate
+            croptype = model.crops[cropname]
+            cropstate = Ps.makecropstate(croptype, model, soiltype)
+            pixels = [(i, j)]
+            fp = FarmPlot(farmplot_id, pixels, farmer_id, soiltype, cropstate)
+            push!(model.farmplots, fp)
+            farmplot_id += 1
+            farmer_id += 1
+        end
+    end
+    # run simulation
+    df_out_almass = DataFrame(:date => Date[], :farmplot_idx => Int[], :cropname => String[],
+                              :height => typeof(1.0cm)[], :biomass => Float64[])
+    df_out_aquacrop = DataFrame(:date => Date[], :farmplot_idx => Int[], :cropname => String[], :soiltype => Ps.SoilType[],
+                                :height => typeof(1.0cm)[], :biomass => typeof(1.0*ton/ha)[])
+    has_sowed = falses(length(model.farmplots))
+    for day in start_date:end_date
+        ad = Ps.AnnualDate(model.date)
+        if haskey(sowingdates, ad)
+            for cropname in sowingdates[ad]
+                i = findfirst(==(cropname), allcrops)
+                for j = 1:nsoiltypes
+                    fp_idx = (i-1) * nsoiltypes + j
+                    @info "Sowing \"$cropname\" on farmplot $fp_idx"
+                    Ps.sow!(model.farmplots[fp_idx], model, cropname)
+                    has_sowed[fp_idx] = true
+                end
+            end
+            showfarmplots(model)
+        end
+        stepsimulation!(model)
+        for (i, fp) in enumerate(model.farmplots)
+            has_sowed[i] || continue
+            croptype = Ps.croptype(fp)
+            if croptype isa Ps.ALMaSS.CropType
+                push!(df_out_almass, (; date=model.date, farmplot_idx=i, cropname=croptype_to_cropname[croptype],
+                                      height=fp.cropstate.veg_height, biomass=fp.cropstate.veg_biomass))
+            elseif croptype isa Ps.AquaCropWrapper.CropType
+                height = cropheight(fp)
+                biomass = fp.cropstate.cropstate.dayout.Biomass |> last
+                push!(df_out_aquacrop, (; date=model.date, farmplot_idx=i,
+                                        cropname=croptype_to_cropname[croptype], soiltype=fp.cropstate.soiltype,
+                                        height, biomass))
+            else
+                error("Unknown crop type $(croptype(fp))")
+            end
+        end
+    end
+    @info "Simulated for $(end_date - start_date + Dates.Day(1))."
+    return model, df_out_almass, df_out_aquacrop, sowingdates
+end
+
+
+function compare_cropmodels_summer(
+    ; crops_compare::Vector{Tuple{String,String,Ps.AnnualDate}} = [
+        ("ALMaSS/maize", "AquaCrop/maize", Ps.AnnualDate(4, 23)),
+    ],
+    year::Int = 2020,  # simulates January 1st to December 31st
+    weather_datapath::AbstractString=joinpath(PERSEFONE_DIR, "data/regions/jena/weather.csv"),
+    rng_seed::Int=42,
+    cropdir_almass::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/almass/"),
+    cropdir_aquacrop::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/aquacrop/")
+    )
+    return compare_cropmodels(; crops_compare, start_date=Date(year, 01, 01), end_date=Date(year, 12, 31),
+                              weather_datapath, rng_seed, cropdir_almass, cropdir_aquacrop)
+end
+
+function compare_cropmodels_winter(
+    ; crops_compare::Vector{Tuple{String,String,Ps.AnnualDate}} = [
+        ("ALMaSS/winter wheat", "AquaCrop/winter wheat {wheatGDD}", Ps.AnnualDate(10, 23)),
+        ("ALMaSS/winter rape", "AquaCrop/winter rape {rapeseed}", Ps.AnnualDate(8, 23)),
+        ("ALMaSS/winter barley", "AquaCrop/winter barley {barleyGDD}", Ps.AnnualDate(9, 23)),
+    ],
+    year::Int = 2020,  # simulates from Date(year, 01, 01) to Date(year + 1, 12, 31)
+    weather_datapath::AbstractString=joinpath(PERSEFONE_DIR, "data/regions/jena/weather.csv"),
+    rng_seed::Int=42,
+    cropdir_almass::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/almass/"),
+    cropdir_aquacrop::AbstractString=joinpath(PERSEFONE_DIR, "data/crops/aquacrop/")
+    )
+    return compare_cropmodels(; crops_compare, start_date=Date(year, 01, 01), end_date=Date(year + 1, 12, 31),
+                              weather_datapath, rng_seed, cropdir_almass, cropdir_aquacrop)
+end
diff --git a/CompareCropModels/run.jl b/CompareCropModels/run.jl
new file mode 100644
index 0000000000000000000000000000000000000000..81e7001cfed19cbc6f550341d0a5c3eda880c70c
--- /dev/null
+++ b/CompareCropModels/run.jl
@@ -0,0 +1,6 @@
+include("compare-cropmodels.jl")
+
+model, df_out_almass, df_out_aquacrop, sowingdates = compare_cropmodels_summer()
+# TODO: visualise results
+model, df_out_almass, df_out_aquacrop, sowingdates = compare_cropmodels_winter()
+# TODO: visualise results