diff --git a/docs/internal.md b/docs/internal.md
index 42aefdee..e00258e5 100644
--- a/docs/internal.md
+++ b/docs/internal.md
@@ -19,6 +19,13 @@ These internal modules are used by `Solution` but typically are not directly acc
     :members:
 ```
 
+## Engine Benchmarking module
+
+```{eval-rst}
+.. automodule:: pyEQL.benchmark
+    :members:
+```
+
 ## Activity Correction functions
 
 ```{eval-rst}
diff --git a/src/pyEQL/benchmark.py b/src/pyEQL/benchmark.py
new file mode 100644
index 00000000..139e04b1
--- /dev/null
+++ b/src/pyEQL/benchmark.py
@@ -0,0 +1,474 @@
+"""Solution model benchmarking utilities.
+
+Example: Load CRC reference data
+
+>>> from pyEQL import Solution
+>>> from pyEQL.benchmark import _create_solution_key
+>>> from pyEQL.benchmark import load_dataset
+
+>>> soln = Solution(solutes={"Na[+1]": "0.1 mol/L", "Cl[-1]": "0.1 mol/L"}, temperature="298.15 K", pressure="1 atm")
+>>> data = load_dataset("crc", solutions=[soln])
+>>> key = _create_solution_key(soln)
+>>> data[key]
+...
+
+Example: Benchmark the IdealEOS solution model against CRC reference data
+
+>>> from pyEQL.benchmark import benchmark_engine
+>>> from pyEQL.engines import IdealEOS
+
+>>> engine = IdealEOS()
+>>> stats = benchmark_engine(engine, sources=["crc"])
+>>> stats["crc"].solution_stats["mean_activity_coefficient"]
+...
+
+Example: Benchmark one solution model against another
+
+>>> from pyEQL import Solution
+>>> from pyEQL.benchmark import calculate_stats
+>>> from pyEQL.benchmark import create_entry
+>>> from pyEQL.benchmark import _create_solution_key
+>>> from pyEQL.engines import IdealEOS
+>>> from pyEQL.engines import NativeEOS
+
+# Create the solutions
+>>> cations = ["H[+1]", "Na[+1]", "Ca[+2]"]
+>>> anions = ["OH[-1]", "Cl[-1]", "SO4[-2]"]
+>>> concs = ["0.1 mol/L", "25%"]
+>>> ideal_solutions = []
+>>> native_solutions = []
+
+>>> for ions for product(cations, anions):
+...     for conc in concs:
+...         solutes = {ion: conc for ion in ions}
+...         ideal_solutions.append(Solution(solutes=solutes, engine=IdealEOS()))
+...         native_solutions.append(Solution(solutes=solutes, engine=NativeEOS()))
+
+# Create the datasets
+>>> solute_properties = ["activity_coefficient", "molar_conductivity"]
+>>> solution_properties = ["dielectric_constant", "debye_length", "conductivity", "osmotic_coefficient", "density"]
+>>> ideal_data = {}
+>>> native_data = {}
+
+>>> for ideal_solution, native_solution in zip(ideal_solutions, native_solutions, strict=True):
+...     ideal_entry = create_entry(ideal_solution, solute_properties, solution_properties)
+...     native_entry = create_entry(native_solution, solute_properties, solution_properties)
+...     key = _create_solution_key(ideal_solution)
+...     ideal_data[key] = ideal_entry
+...     native_data[key] = native_entry
+
+>>> stats = calculate_stats(ideal_data, native_data)
+"""
+
+import json
+import logging
+import math
+from collections.abc import Callable
+from functools import reduce
+from importlib.resources import files
+from pathlib import Path
+from typing import Any, Literal, NamedTuple
+
+import numpy as np
+from pint import Quantity
+
+import pyEQL
+from pyEQL import ureg
+from pyEQL.engines import EOS
+from pyEQL.salt_ion_match import Salt
+from pyEQL.solution import Solution
+from pyEQL.utils import standardize_formula
+
+logger = logging.getLogger(__name__)
+
+INTERNAL_SOURCES: list[str] = ["CRC", "IDST", "JPCRD", "May2011JCED"]
+
+
+class BenchmarkEntry(NamedTuple):
+    """A set of data for a solution.
+
+    Attributes:
+        solution: Solution
+            The Solution to which the reference data applies.
+        solute_data: dict[str, dict[str, Quantity]]
+            A dictionary mapping solutes to a dictionary mapping solute properties to a Quantity.
+        solution_data: dict[str, Quantity]
+            A dictionary mapping solution properties to a Quantity.
+
+    The property strings that serve as keys in ``solute_data`` and ``solution_data`` should correspond to properties
+    that can be retrieved using the formalisms outlined in ``_get_solute_property`` and ``_get_solution_property``.
+    """
+
+    solution: Solution
+    solute_data: dict[str, dict[str, Quantity]] = {}
+    solution_data: dict[str, Quantity] = {}
+
+
+class BenchmarkResults(NamedTuple):
+    """Solute and solution stats from :func:`pyEQL.benchmark.calculate_stats`.
+
+    Attributes:
+        solute_stats: dict[str, float]
+            Benchmarking statistics for solute properties.
+        solution_stats: dict[str, float]
+            Benchmarking statistics for solution properties.
+    """
+
+    solute_stats: dict[str, float]
+    solution_stats: dict[str, float]
+
+
+# TODO: Admittedly, this is an ugly solution to enable Solutions to serve as dictionary keys to speed up the
+# calculation of benchmarking stats. Ideally, this key is cheap to generate and can be generated from the Solution
+# alone in the functions that need it (e.g., load_dataset, calculate_stats, _create_engine_dataset). For now, we wrap
+# the decision on the final key format in a function (_create_solution_key) that produces hashable values from a
+# Solution, and we abstract the key format with a type alias (SolutionKey).
+SolutionKey = tuple[
+    # Composition: (ion, concentration)
+    tuple[tuple[str, str], ...],
+    # State: temperature, pressure
+    # ? should other state variables be checked (e.g., pH, pE)?
+    tuple[str, str],
+]
+
+
+def _create_solution_key(solution: Solution) -> SolutionKey:
+    vol = solution.volume.magnitude
+    composition = []
+    for component in sorted(solution.components):
+        if component != solution.solvent:
+            amount = f"{solution.components[component] / vol} mol/L"
+            composition.append((component, amount))
+    state = solution.temperature, solution.pressure
+    return tuple(composition), state
+
+
+def load_dataset(
+    source: str | Path,
+    *,
+    solutions: list[Solution] | None = None,
+    solute_properties: list[tuple[str, str]] | None = None,
+    solution_properties: list[str] | None = None,
+) -> dict[SolutionKey, BenchmarkEntry]:
+    """Load reference dataset.
+
+    Args:
+        source: str | Path
+            One of "CRC", "IDST", "JPCRD", or "May2011JCED" or the path to a file containing reference data. If the
+            latter, then the [path must point to a JSON which can be read into a BenchmarkEntry object.
+        solutions: list[Solution], optional
+            The solutions for which data will be loaded from the dataset. If provided, only data corresponding to
+            solutions with the same composition, temperature, and pressure will be loaded. If omitted, all
+            compositions and conditions in the reference data contained in ``source`` will be loaded.
+        solute_properties: list[tuple[str, str]], optional
+            The solute properties to loaded from the dataset, specified as ``(solute, property)``. If provided, only
+            data for the specified solute properties will be loaded. If omitted, all solute properties in the reference
+            data contained in ``source`` will be loaded.
+        solution_properties: list[str], optional
+            The solution properties to loaded from the dataset. If provided, only data for the specified solution
+            properties will be loaded. If omitted, all solution properties in the reference data contained in ``source``
+            will be loaded.
+
+    Returns:
+        A dictionary mapping SolutionKey to BenchmarkEntry objects. See the comment over SolutionKey for details about
+        its structure.
+    """
+    match str(source).lower():
+        case "crc" | "idst" | "jpcrd":
+            source = files("pyEQL").joinpath("database", f"{str(source).lower()}.json")
+        case _:
+            source = Path(source)
+
+    with source.open(mode="r", encoding="utf-8") as file:
+        data: list[tuple[dict, dict[str, list], list[tuple]]] = json.load(file)
+
+    reference: dict[SolutionKey, BenchmarkEntry] = {}
+    solution_keys = [] if solutions is None else [_create_solution_key(s) for s in solutions]
+
+    for raw_solution, raw_solute_data, raw_solution_data in data:
+        # TODO: handle weight % concentration data
+        solution = Solution(**raw_solution)
+        soln_key = _create_solution_key(solution)
+
+        if solutions is not None and soln_key not in solution_keys:
+            continue
+
+        solute_data: dict[str, dict[str, Quantity]] = {}
+        solution_data = {}
+
+        for solute, values in raw_solute_data.items():
+            standardized_solute = standardize_formula(solute)
+            solute_data[standardized_solute] = {}
+            for p, q in values.items():
+                if solute_properties is None or (standardized_solute, p) in solute_properties:
+                    solute_data[standardized_solute][p] = ureg.Quantity(q)
+
+        for p, q in raw_solution_data.items():
+            if solution_properties is None or p in solution_properties:
+                solution_data[p] = ureg.Quantity(q)
+
+        reference[soln_key] = BenchmarkEntry(
+            solution=solution,
+            solute_data=solute_data,
+            solution_data=solution_data,
+        )
+
+    return reference
+
+
+def _get_solute_property(solution: Solution, solute: str, name: str) -> Any:
+    value = solution.get_property(solute, name)
+
+    if value is None:
+        if hasattr(solution, name):
+            value = getattr(solution, name)
+        elif hasattr(solution, f"get_{name}"):
+            value = getattr(solution, f"get_{name}")(solute)
+        else:
+            msg = f"Solute property: {name} not supported"
+            raise ValueError(msg)
+
+    return value
+
+
+def _get_mean_activity_coefficient(solution: Solution) -> float:
+    activity_nu_pairs: list[tuple[float, int]] = []
+
+    for salt_dict in solution.get_salt_dict().values():
+        _ = salt_dict.pop("mol")
+        salt = Salt.from_dict(salt_dict)
+        act_cat = solution.get_activity_coefficient(salt.cation)
+        act_an = solution.get_activity_coefficient(salt.anion)
+        activity_nu_pairs.extend([(act_an, salt.nu_anion), (act_cat, salt.nu_cation)])
+
+    factor = reduce(lambda x, y: x * y[0] ** y[1], activity_nu_pairs, 1.0)
+    exponent = 1 / sum(x[1] for x in activity_nu_pairs)
+    return factor**exponent
+
+
+def _get_activity_coefficient_pitzer(solution: Solution) -> float:
+    salt = solution.get_salt()
+    param = solution.get_property(salt.formula, "model_parameters.activity_pitzer")
+    alpha1 = 2
+    alpha2 = 0
+    molality = salt.get_effective_molality(solution.ionic_strength)
+    temperature = str(solution.temperature)
+
+    return pyEQL.activity_correction.get_activity_coefficient_pitzer(
+        solution.ionic_strength,
+        molality,
+        alpha1,
+        alpha2,
+        ureg.Quantity(param["Beta0"]["value"]).magnitude,
+        ureg.Quantity(param["Beta1"]["value"]).magnitude,
+        ureg.Quantity(param["Beta2"]["value"]).magnitude,
+        ureg.Quantity(param["Cphi"]["value"]).magnitude,
+        salt.z_cation,
+        salt.z_anion,
+        salt.nu_cation,
+        salt.nu_anion,
+        temperature,
+    )
+
+
+def _get_solution_property(solution: Solution, name: str) -> Any:
+    if name == "mean_activity_coefficient":
+        return _get_mean_activity_coefficient(solution)
+
+    if name == "activity_coefficient_pitzer":
+        return _get_activity_coefficient_pitzer(solution)
+
+    if hasattr(solution, name):
+        return getattr(solution, name)
+
+    if hasattr(solution, f"get_{name}"):
+        return getattr(solution, f"get_{name}")()
+
+    msg = f"Property {name} is not supported"
+    raise ValueError(msg)
+
+
+def create_entry(
+    solution: Solution,
+    solute_properties: list[tuple[str, str]],
+    solution_properties: list[str],
+) -> BenchmarkEntry:
+    """Create a BenchmarkEntry from a Solution and specified properties.
+
+    Args:
+        solution: Solution
+            The Solution from which to create the entry.
+        solute_properties: list[tuple[str, str]]
+            The solute properties to add to the entry.
+        solution_properties: list[str]
+            The solution properties to add to the entry.
+    """
+    solute_data = {}
+
+    for solute, solute_property in solute_properties:
+        standardized_solute = standardize_formula(solute)
+        if standardized_solute not in solute_data:
+            solute_data[standardized_solute] = {}
+        data = _get_solute_property(solution, standardized_solute, solute_property)
+        solute_data[standardized_solute][solute_property] = data
+
+    solution_data = {}
+
+    for solution_property in solution_properties:
+        data = _get_solution_property(solution, solution_property)
+        solution_data[solution_property] = data
+
+    return BenchmarkEntry(solution=solution, solute_data=solute_data, solution_data=solution_data)
+
+
+def _create_engine_dataset(
+    engine: EOS | Literal["native", "ideal", "phreeqc"],
+    datasets: list[dict[SolutionKey, BenchmarkEntry]],
+) -> dict[SolutionKey, BenchmarkEntry]:
+    """Create an engine-based dataset containing the properties contained within other datasets."""
+    mapper: dict[
+        SolutionKey,
+        tuple[
+            # solute_properties
+            list[tuple[str, str]],
+            # solution_properties
+            list[str],
+        ],
+    ] = {}
+
+    for dataset in datasets:
+        for key, entry in dataset.items():
+            if key not in mapper:
+                mapper[key] = [], []
+
+            for solute in entry.solute_data:
+                mapper[key][0].extend((solute, prop) for prop in list(entry.solute_data[solute]))
+            mapper[key][1].extend(entry.solution_data)
+
+    engine_dataset = {}
+
+    for solution_key, (solute_properties, solution_properties) in mapper.items():
+        temperature, pressure = solution_key[1]
+        solution = Solution(solutes=dict(solution_key[0]), temperature=temperature, pressure=pressure, engine=engine)
+        entry = create_entry(
+            solution=solution,
+            solute_properties=sorted(set(solute_properties)),
+            solution_properties=sorted(set(solution_properties)),
+        )
+        engine_dataset[key] = entry
+
+    return engine_dataset
+
+
+def calculate_stats(
+    reference: dict[SolutionKey, BenchmarkEntry],
+    calculated: dict[SolutionKey, BenchmarkEntry],
+    *,
+    metric: Callable[[list[tuple[Quantity, Quantity]]], float] | None = None,
+) -> BenchmarkResults:
+    """Calculate benchmarking statistics for one dataset relative to another.
+
+    Statistics will be calculated for each solute and solvent property in ``reference`` that appears in ``calculated``.
+
+    Args:
+        reference: dict[SolutionKey, BenchmarkEntry]
+            The reference data, a dictionary mapping SolutionKeys to BenchmarkEntry object.
+        calculated: dict[SolutionKey, BenchmarkEntry]
+            The data to be benchmarked against the reference data,  dictionary mapping SolutionKeys to
+            BenchmarkEntry object.
+        metric: Callable[[list[tuple[Quantity, Quantity]]], float], optional
+            A function that acts on the list of 2-tuples (reference, calculated), which contains reference and
+            calculated values as Quantity objects. This function should calculate a statistical metric for the list.
+            Defaults to the root-mean-squared error.
+
+    Returns:
+        A 2-tuple (``solute_stats``, ``solution_stats``) where ``solute_stats`` and ``solution_stats`` are dictionaries
+        mapping solute and solution properties, respectively, to their benchmark statistics. The keys in
+        ``solute_stats`` are 2-tuples of strings (``solute``, ``prop``). The keys in ``solution_stats`` are strings.
+    """
+
+    def _rmse(data: list[tuple[Quantity, Quantity]]) -> float:
+        return math.sqrt(np.mean([((ref - calc) ** 2).m for ref, calc in data]))
+
+    metric = metric or _rmse
+
+    # property: [(reference, calculated)]
+    solute_data_pairs: dict[str, list[tuple[Quantity, Quantity]]] = {}
+    solution_data_pairs: dict[str, list[tuple[Quantity, Quantity]]] = {}
+
+    for key, entry in reference.items():
+        for solute in entry.solute_data:
+            for prop, value in entry.solute_data[solute].items():
+                if prop not in solute_data_pairs:
+                    solute_data_pairs[prop] = []
+
+                if (
+                    key in calculated
+                    and solute in calculated[key].solute_data
+                    and calculated[key].solute_data[solute].get(prop) is not None
+                ):
+                    calculated_value = calculated[key].solute_data[solute][prop]
+                    solute_data_pairs[prop].append((value, calculated_value))
+                else:
+                    logger.info(
+                        "Unable to find data for key: %s, solute: %s, and solute property: %s", str(key), solute, prop
+                    )
+
+        for prop, value in entry.solution_data.items():
+            if prop not in solution_data_pairs:
+                solution_data_pairs[prop] = []
+
+            if key in calculated and calculated[key].solution_data.get(prop) is not None:
+                calculated_value = calculated[key].solution_data[prop]
+                solution_data_pairs[prop].append((value, calculated_value))
+            else:
+                logger.info("Unable to find data for key: %s and solution property: %s", str(key), prop)
+
+    solute_stats = {k: metric(v) for k, v in solute_data_pairs.items()}
+    solution_stats = {k: metric(v) for k, v in solution_data_pairs.items()}
+
+    return BenchmarkResults(solute_stats=solute_stats, solution_stats=solution_stats)
+
+
+def benchmark_engine(
+    engine: EOS,
+    *,
+    sources: list[str] | None = None,
+    solutions: list[Solution] | None = None,
+    solute_properties: list[tuple[str, str]] | None = None,
+    solution_properties: list[str] | None = None,
+) -> BenchmarkResults:
+    """Benchmark a modeling engine against reference data.
+
+    Args:
+        engine: EOS
+            The modeling engine to benchmark.
+        sources: list[str], optional
+            One of INTERNAL_SOURCES or the path to a JSON file that can be read into a list of BenchmarkEntry
+            objects. Defaults to INTERNAL_SOURCES.
+        solutions: list[Solution], optional
+            The solutions to include in the benchmarking. If provided, only data corresponding to
+            solutions with the same components, concentrations, and conditions (temperature, pressure) will be used.
+            If omitted, reference data for all components, concentrations, and conditions (temperature, pressure)
+            contained in ``sources`` will be used for the benchmarking.
+        solute_properties: list[tuple[str, str]], optional
+            The solute properties to include in the benchmarking, specified as ``(solute, property)``. The engine will
+            only be benchmarked against those solute properties listed here. If omitted, the engine will be benchmarked
+            against all solute properties in ``sources``.
+        solution_properties: list[str], optional
+            The solution properties to include in the benchmarking. The engine will only be benchmarked against those
+            solution properties listed here. Defaults to None in which case the engine will be benchmarked against all
+            solute properties in ``sources``.
+
+    Returns:
+        A dictionary mapping source names to the corresponding solute and solution statistical metrics.
+    """
+    sources = sources or INTERNAL_SOURCES
+    datasets = [
+        load_dataset(
+            s, solutions=solutions, solute_properties=solute_properties, solution_properties=solution_properties
+        )
+        for s in sources
+    ]
+    engine_dataset = _create_engine_dataset(engine, datasets)
+    return {sources[i]: calculate_stats(ref, engine_dataset) for i, ref in enumerate(datasets)}
diff --git a/src/pyEQL/database/crc.json b/src/pyEQL/database/crc.json
new file mode 100644
index 00000000..25dba155
--- /dev/null
+++ b/src/pyEQL/database/crc.json
@@ -0,0 +1,6944 @@
+[
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "12.045 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "14.794999999999998 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "17.349999999999998 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "19.944999999999997 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "22.68 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "24.84 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "1.0 mol/l",
+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "22.959999999999997 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "1.0 mol/l",
+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "27.599999999999998 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "1.0 mol/l",
+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "32.9 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "1.0 mol/l",
+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "38.03999999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "1.0 mol/l",
+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "41.86 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "1.0 mol/l",
+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "46.519999999999996 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "1.5 mol/l",
+                "H[+1]": "1.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "31.424999999999997 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "1.5 mol/l",
+                "H[+1]": "1.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "38.235 S/m"
+        }
+    ],
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+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.02 mol/l",
+                "Na[+1]": "0.02 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.2314 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.05 mol/l",
+                "Na[+1]": "0.05 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.55505 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.1 mol/l",
+                "Na[+1]": "0.1 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.0669 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "ClO4[-1]": "0.0005 mol/l",
+                "Na[+1]": "0.0005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.005778999999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "ClO4[-1]": "0.005 mol/l",
+                "Na[+1]": "0.005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.05585 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "ClO4[-1]": "0.01 mol/l",
+                "Na[+1]": "0.01 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.10954000000000001 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "ClO4[-1]": "0.02 mol/l",
+                "Na[+1]": "0.02 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.21381999999999998 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "ClO4[-1]": "0.05 mol/l",
+                "Na[+1]": "0.05 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.5117499999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "ClO4[-1]": "0.1 mol/l",
+                "Na[+1]": "0.1 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.9838 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "I[-1]": "0.0005 mol/l",
+                "Na[+1]": "0.0005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.006264999999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "I[-1]": "0.005 mol/l",
+                "Na[+1]": "0.005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.060594999999999996 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "I[-1]": "0.01 mol/l",
+                "Na[+1]": "0.01 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.11918000000000001 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "I[-1]": "0.02 mol/l",
+                "Na[+1]": "0.02 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.23328000000000002 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "I[-1]": "0.05 mol/l",
+                "Na[+1]": "0.05 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.56365 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "I[-1]": "0.1 mol/l",
+                "Na[+1]": "0.1 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.0873 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.0005 mol/l",
+                "OH[-1]": "0.0005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.012275 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.005 mol/l",
+                "OH[-1]": "0.005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.12034999999999998 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.01 mol/l",
+                "OH[-1]": "0.01 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.23789999999999997 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.0005 mol/l",
+                "SO4[-2]": "0.00025 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0031420000000000003 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.005 mol/l",
+                "SO4[-2]": "0.0025 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0292725 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.01 mol/l",
+                "SO4[-2]": "0.005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.05618999999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.02 mol/l",
+                "SO4[-2]": "0.01 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.10673 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.05 mol/l",
+                "SO4[-2]": "0.025 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.24425000000000002 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.1 mol/l",
+                "SO4[-2]": "0.05 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.44969999999999993 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.0005 mol/l",
+                "Sr[+2]": "0.00025 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.003296 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.005 mol/l",
+                "Sr[+2]": "0.0025 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.031044999999999996 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.01 mol/l",
+                "Sr[+2]": "0.005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.060115 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.02 mol/l",
+                "Sr[+2]": "0.01 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.11548 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.05 mol/l",
+                "Sr[+2]": "0.025 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.27049999999999996 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.1 mol/l",
+                "Sr[+2]": "0.05 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.5106999999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "0.0005 mol/l",
+                "Zn[+2]": "0.0005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.006065 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "0.005 mol/l",
+                "Zn[+2]": "0.005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.04772 S/m"
+        }
+    ]
+]
diff --git a/tests/test_benchmark.py b/tests/test_benchmark.py
new file mode 100644
index 00000000..7af22515
--- /dev/null
+++ b/tests/test_benchmark.py
@@ -0,0 +1,175 @@
+from itertools import product
+from pathlib import Path
+
+import pytest
+
+from pyEQL.benchmark import (
+    BenchmarkEntry,
+    _create_engine_dataset,
+    _create_solution_key,
+    benchmark_engine,
+    calculate_stats,
+    create_entry,
+    load_dataset,
+)
+from pyEQL.engines import EOS, IdealEOS, NativeEOS
+from pyEQL.solution import Solution
+
+datadir = Path(__file__).parent.joinpath(Path(__file__).stem)
+
+
+@pytest.fixture(
+    name="engine",
+    params=[
+        IdealEOS,
+        NativeEOS,
+        # PhreeqcEOS - hide for now
+    ],
+)
+def fixture_engine(request: pytest.FixtureRequest) -> EOS:
+    engine: type[EOS] = request.param
+    return engine()
+
+
+@pytest.fixture(
+    name="source", params=["conductivity.json", "molar_conductivity.json", "mean_activity_coefficient.json"]
+)
+def fixture_source(request: pytest.FixtureRequest) -> list[Path]:
+    return datadir.joinpath(request.param)
+
+
+class TestLoadDataset:
+    @staticmethod
+    def test_should_load_dataset_from_file(source: str) -> None:
+        dataset = load_dataset(datadir.joinpath(source))
+        assert dataset
+
+    @staticmethod
+    @pytest.mark.parametrize("source", ["crc"])
+    def test_should_load_dataset_from_internal_source(source: str) -> None:
+        dataset = load_dataset(source)
+        assert dataset
+
+    @staticmethod
+    @pytest.mark.xfail
+    def test_should_only_load_data_for_specified_solutions() -> None:
+        only_load_data_for_specified_solutions = False
+        assert only_load_data_for_specified_solutions
+
+    @staticmethod
+    @pytest.mark.xfail
+    def test_should_only_load_data_for_specified_solute_properties() -> None:
+        only_load_data_for_specified_solutions = False
+        assert only_load_data_for_specified_solutions
+
+    @staticmethod
+    @pytest.mark.xfail
+    def test_should_only_load_data_for_specified_solution_properties() -> None:
+        only_load_data_for_specified_solutions = False
+        assert only_load_data_for_specified_solutions
+
+    @staticmethod
+    @pytest.mark.xfail
+    def test_should_load_data_values_as_quantities() -> None:
+        load_data_values_as_quantities = False
+        assert load_data_values_as_quantities
+
+    @staticmethod
+    @pytest.mark.xfail
+    def test_should_standardize_the_chemical_formulas_in_solute_data() -> None:
+        standardize_the_chemical_formulas_in_solute_data = False
+        assert standardize_the_chemical_formulas_in_solute_data
+
+
+@pytest.fixture(name="cation", params=["Na[+1]"])
+def fixture_cation(request: pytest.FixtureRequest) -> str:
+    return request.param
+
+
+@pytest.fixture(name="anion", params=["Cl[-1]"])
+def fixture_anion(request: pytest.FixtureRequest) -> str:
+    return request.param
+
+
+@pytest.fixture(name="conc", params=["0.1 mol/L"])
+def fixture_conc(request: pytest.FixtureRequest) -> str:
+    return request.param
+
+
+@pytest.fixture(
+    name="solutes",
+)
+def fixture_solutes(cation: str, anion: str, conc: str) -> dict[str, str]:
+    return {cation: conc, anion: conc}
+
+
+@pytest.fixture(name="solution")
+def fixture_solution(solutes: dict[str, str], engine: EOS) -> Solution:
+    return Solution(solutes=solutes, engine=engine)
+
+
+@pytest.fixture(name="solute_property", params=["activity_coefficient", "molar_conductivity"])
+def fixture_solute_property(request: pytest.FixtureRequest) -> str:
+    return request.param
+
+
+@pytest.fixture(
+    name="solution_property",
+    params=[
+        # "dielectric_constant",
+        # "debye_length",
+        "conductivity",
+        "osmotic_coefficient",
+        "density",
+        # "viscosity_dynamic",
+        # "osmolality",
+        # "osmolarity",
+        # "chemical_potential_energy",
+        # "activity_coefficient_pitzer",
+    ],
+)
+def fixture_solution_property(request: pytest.FixtureRequest) -> str:
+    return request.param
+
+
+@pytest.fixture(
+    name="dataset",
+)
+def fixture_dataset(solution: Solution, solute_property: str, solution_property: str) -> list[BenchmarkEntry]:
+    key = _create_solution_key(solution)
+    return {
+        key: create_entry(solution, [(solute, solute_property) for solute in solution.components], [solution_property])
+    }
+
+
+class TestCalculateStats:
+    @staticmethod
+    def test_should_calculate_zero_rmse_with_engine_dataset(engine: EOS, dataset: list[BenchmarkEntry]) -> None:
+        engine_dataset = _create_engine_dataset(engine, [dataset])
+        results = calculate_stats(engine_dataset, engine_dataset)
+        assert all(err == 0 for err in results.solute_stats.values())
+        assert all(err == 0 for err in results.solution_stats.values())
+
+
+class TestBenchmarkEngine:
+    @staticmethod
+    @pytest.fixture(name="source", params=["molar_conductivity.json"])
+    def fixture_source(request: pytest.FixtureRequest) -> list[Path]:
+        return datadir.joinpath(request.param)
+
+    @staticmethod
+    @pytest.mark.parametrize(
+        ("conc", "cation"),
+        list(product(["0.0005 mol/L", "0.001 mol/L", "0.01 mol/L", "0.05 mol/L", "0.1 mol/L"], ["Na[+1]", "K[+1]"])),
+    )
+    def test_should_benchmark_all_engines(engine: EOS, source: Path, solution: Solution) -> None:
+        benchmark_results = benchmark_engine(engine, sources=[source], solutions=[solution])
+        assert benchmark_results
+
+
+class TestCreateEngineDataset:
+    pass
+
+
+class TestCreateEntry:
+    pass
diff --git a/tests/test_benchmark/conductivity.json b/tests/test_benchmark/conductivity.json
new file mode 100644
index 00000000..5ab3f977
--- /dev/null
+++ b/tests/test_benchmark/conductivity.json
@@ -0,0 +1,3928 @@
+[
+    [
+        {
+            "solutes": {
+                "H[+1]": "1.5 %",
+                "N[-3]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.00025 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "3.0 %",
+                "N[-3]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0007 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "6.0 %",
+                "N[-3]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.002 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "15.0 %",
+                "N[-3]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0055 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "30.0 %",
+                "N[-3]": "10.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.01 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "45.0 %",
+                "N[-3]": "15.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0105 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "60.0 %",
+                "N[-3]": "20.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.01 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "75.0 %",
+                "N[-3]": "25.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.01 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.5 %",
+                "NH4[+1]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.00525 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "1.0 %",
+                "NH4[+1]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.020399999999999998 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "2.0 %",
+                "NH4[+1]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.08059999999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "5.0 %",
+                "NH4[+1]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.47650000000000003 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "10.0 %",
+                "NH4[+1]": "10.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.8 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NH4[+1]": "1.0 %",
+                "SO4[-2]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0037 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NH4[+1]": "2.0 %",
+                "SO4[-2]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.014199999999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NH4[+1]": "4.0 %",
+                "SO4[-2]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0514 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NH4[+1]": "10.0 %",
+                "SO4[-2]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.28700000000000003 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NH4[+1]": "20.0 %",
+                "SO4[-2]": "10.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.05 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NH4[+1]": "30.0 %",
+                "SO4[-2]": "15.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "2.205 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
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+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.992 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H2PO4[-1]": "25.0 %",
+                "Na[+1]": "25.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.3275000000000001 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H2PO4[-1]": "30.0 %",
+                "Na[+1]": "30.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.62 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H2PO4[-1]": "40.0 %",
+                "Na[+1]": "40.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.844 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "HCO3[-1]": "0.5 %",
+                "Na[+1]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0021000000000000003 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "HCO3[-1]": "1.0 %",
+                "Na[+1]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.008199999999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "HCO3[-1]": "2.0 %",
+                "Na[+1]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.03 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "HCO3[-1]": "5.0 %",
+                "Na[+1]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.157 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "HPO4[-2]": "0.5 %",
+                "Na[+1]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0023 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "HPO4[-2]": "1.0 %",
+                "Na[+1]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0087 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "HPO4[-2]": "2.0 %",
+                "Na[+1]": "4.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0312 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "HPO4[-2]": "5.0 %",
+                "Na[+1]": "10.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.157 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.5 %",
+                "OH[-1]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.012400000000000001 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "1.0 %",
+                "OH[-1]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.048600000000000004 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "2.0 %",
+                "OH[-1]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.1862 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "5.0 %",
+                "OH[-1]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.03 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NO3[-1]": "0.5 %",
+                "Na[+1]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0027 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NO3[-1]": "1.0 %",
+                "Na[+1]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0106 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NO3[-1]": "2.0 %",
+                "Na[+1]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.040799999999999996 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NO3[-1]": "5.0 %",
+                "Na[+1]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.231 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NO3[-1]": "10.0 %",
+                "Na[+1]": "10.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.8260000000000001 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NO3[-1]": "15.0 %",
+                "Na[+1]": "15.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.665 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NO3[-1]": "20.0 %",
+                "Na[+1]": "20.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "2.68 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NO3[-1]": "25.0 %",
+                "Na[+1]": "25.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "3.8000000000000003 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NO3[-1]": "30.0 %",
+                "Na[+1]": "30.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "4.95 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "NO3[-1]": "40.0 %",
+                "Na[+1]": "40.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "7.12 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "1.5 %",
+                "PO4[-3]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.00365 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "3.0 %",
+                "PO4[-3]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0141 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "6.0 %",
+                "PO4[-3]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0454 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "15.0 %",
+                "PO4[-3]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.2175 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "1.0 %",
+                "SO4[-2]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0029500000000000004 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "2.0 %",
+                "SO4[-2]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0112 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "4.0 %",
+                "SO4[-2]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0396 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "10.0 %",
+                "SO4[-2]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.2135 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "20.0 %",
+                "SO4[-2]": "10.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.713 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "30.0 %",
+                "SO4[-2]": "15.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.3665 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "40.0 %",
+                "SO4[-2]": "20.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "2.18 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "1.0 %",
+                "S2O3[-2]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.00285 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "2.0 %",
+                "S2O3[-2]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0107 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "4.0 %",
+                "S2O3[-2]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.039 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "10.0 %",
+                "S2O3[-2]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.2165 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "20.0 %",
+                "S2O3[-2]": "10.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.767 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "30.0 %",
+                "S2O3[-2]": "15.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.56 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "40.0 %",
+                "S2O3[-2]": "20.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "2.46 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "50.0 %",
+                "S2O3[-2]": "25.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "3.35 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "60.0 %",
+                "S2O3[-2]": "30.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "4.08 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "80.0 %",
+                "S2O3[-2]": "40.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "4.72 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "1.0 %",
+                "Sr[+2]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0029500000000000004 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "2.0 %",
+                "Sr[+2]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0114 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "4.0 %",
+                "Sr[+2]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.044 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "10.0 %",
+                "Sr[+2]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.2455 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "20.0 %",
+                "Sr[+2]": "10.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.915 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "30.0 %",
+                "Sr[+2]": "15.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.905 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "40.0 %",
+                "Sr[+2]": "20.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "3.06 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "50.0 %",
+                "Sr[+2]": "25.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "4.2 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "60.0 %",
+                "Sr[+2]": "30.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "5.34 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "1.0 %",
+                "SO4[-2]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.012150000000000001 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "2.0 %",
+                "SO4[-2]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.047799999999999995 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "4.0 %",
+                "SO4[-2]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.184 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "H[+1]": "10.0 %",
+                "SO4[-2]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "1.055 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "0.5 %",
+                "Zn[+2]": "0.5 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0014 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "1.0 %",
+                "Zn[+2]": "1.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.0054 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "2.0 %",
+                "Zn[+2]": "2.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.02 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "5.0 %",
+                "Zn[+2]": "5.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.10250000000000001 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "10.0 %",
+                "Zn[+2]": "10.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.337 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "15.0 %",
+                "Zn[+2]": "15.0 %"
+            },
+            "temperature": "293.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.6495 S/m"
+        }
+    ]
+]
diff --git a/tests/test_benchmark/mean_activity_coefficient.json b/tests/test_benchmark/mean_activity_coefficient.json
new file mode 100644
index 00000000..8d472182
--- /dev/null
+++ b/tests/test_benchmark/mean_activity_coefficient.json
@@ -0,0 +1,13197 @@
+[
+    [
+        {
+            "solutes": {
+                "Ag[+1]": "0.1 mol/kg",
+                "NO3[-1]": "0.1 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.734 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Ag[+1]": "0.2 mol/kg",
+                "NO3[-1]": "0.2 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.657 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Ag[+1]": "0.3 mol/kg",
+                "NO3[-1]": "0.3 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.606 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Ag[+1]": "0.4 mol/kg",
+                "NO3[-1]": "0.4 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.567 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Ag[+1]": "0.5 mol/kg",
+                "NO3[-1]": "0.5 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.536 "
+        }
+    ],
+    [
+        {
+            "solutes": {
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+                "Na[+1]": "4.0 mol/kg",
+                "SO3[-2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.196 "
+        }
+    ],
+    [
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+            "solutes": {
+                "Na[+1]": "4.0 mol/kg",
+                "SO4[-2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.155 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "4.0 mol/kg",
+                "WO4[-2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.291 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "4.0 mol/kg",
+                "Ni[+2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "1.476 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "4.0 mol/kg",
+                "Ni[+2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.915 "
+        }
+    ],
+    [
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+            "solutes": {
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+                "Ni[+2]": "5.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "4.785 "
+        }
+    ],
+    [
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+            "solutes": {
+                "ClO4[-1]": "4.0 mol/kg",
+                "Ni[+2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "2.812 "
+        }
+    ],
+    [
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+            "solutes": {
+                "NO3[-1]": "4.0 mol/kg",
+                "Ni[+2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.797 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "ClO4[-1]": "4.0 mol/kg",
+                "Pb[+2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.799 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "ClO4[-1]": "10.0 mol/kg",
+                "Pb[+2]": "5.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "4.043 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "ClO4[-1]": "20.0 mol/kg",
+                "Pb[+2]": "10.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "33.8 "
+        }
+    ],
+    [
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+            "solutes": {
+                "Br[-1]": "2.0 mol/kg",
+                "Rb[+1]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+            "mean_activity_coefficient": "0.535 "
+        }
+    ],
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+            "solutes": {
+                "Br[-1]": "5.0 mol/kg",
+                "Rb[+1]": "5.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.514 "
+        }
+    ],
+    [
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+            "solutes": {
+                "Cl[-1]": "2.0 mol/kg",
+                "Rb[+1]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+        }
+    ],
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+                "Rb[+1]": "5.0 mol/kg"
+            },
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+        },
+        {},
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+        }
+    ],
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+                "F[-1]": "2.0 mol/kg",
+                "Rb[+1]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.724 "
+        }
+    ],
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+                "I[-1]": "2.0 mol/kg",
+                "Rb[+1]": "2.0 mol/kg"
+            },
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+        },
+        {},
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+        }
+    ],
+    [
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+            "solutes": {
+                "I[-1]": "5.0 mol/kg",
+                "Rb[+1]": "5.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+            "mean_activity_coefficient": "0.517 "
+        }
+    ],
+    [
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+                "NO3[-1]": "2.0 mol/kg",
+                "Rb[+1]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+            "mean_activity_coefficient": "0.32 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "4.0 mol/kg",
+                "Sr[+2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.921 "
+        }
+    ],
+    [
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+            "solutes": {
+                "Cl[-1]": "4.0 mol/kg",
+                "Sr[+2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+            "mean_activity_coefficient": "0.65 "
+        }
+    ],
+    [
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+                "Br[-1]": "4.0 mol/kg",
+                "Zn[+2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.578 "
+        }
+    ],
+    [
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+            "solutes": {
+                "Br[-1]": "10.0 mol/kg",
+                "Zn[+2]": "5.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "0.788 "
+        }
+    ],
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+                "Zn[+2]": "10.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+            "mean_activity_coefficient": "2.317 "
+        }
+    ],
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+                "Br[-1]": "30.0 mol/kg",
+                "Zn[+2]": "15.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+            "mean_activity_coefficient": "5.381 "
+        }
+    ],
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+                "Br[-1]": "40.0 mol/kg",
+                "Zn[+2]": "20.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+        }
+    ],
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+                "Zn[+2]": "2.0 mol/kg"
+            },
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+        },
+        {},
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+        }
+    ],
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+            },
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+        },
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+        }
+    ],
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+                "Zn[+2]": "10.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+            "mean_activity_coefficient": "0.876 "
+        }
+    ],
+    [
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+                "Zn[+2]": "15.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+            "mean_activity_coefficient": "1.914 "
+        }
+    ],
+    [
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+            "solutes": {
+                "Cl[-1]": "40.0 mol/kg",
+                "Zn[+2]": "20.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
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+            "mean_activity_coefficient": "2.968 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "I[-1]": "4.0 mol/kg",
+                "Zn[+2]": "2.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "1.062 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "I[-1]": "10.0 mol/kg",
+                "Zn[+2]": "5.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "1.546 "
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "I[-1]": "20.0 mol/kg",
+                "Zn[+2]": "10.0 mol/kg"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "mean_activity_coefficient": "4.698 "
+        }
+    ]
+]
diff --git a/tests/test_benchmark/molar_conductivity.json b/tests/test_benchmark/molar_conductivity.json
new file mode 100644
index 00000000..b0d7e746
--- /dev/null
+++ b/tests/test_benchmark/molar_conductivity.json
@@ -0,0 +1,6996 @@
+[
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "12.045 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "14.794999999999998 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "17.349999999999998 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "19.944999999999997 S/m"
+        }
+    ],
+    [
+        {
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+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "22.68 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "0.5 mol/l",
+                "H[+1]": "0.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "24.84 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Br[-1]": "1.0 mol/l",
+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "22.959999999999997 S/m"
+        }
+    ],
+    [
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+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "27.599999999999998 S/m"
+        }
+    ],
+    [
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+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "32.9 S/m"
+        }
+    ],
+    [
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+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "38.03999999999999 S/m"
+        }
+    ],
+    [
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+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "41.86 S/m"
+        }
+    ],
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+                "H[+1]": "1.0 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "46.519999999999996 S/m"
+        }
+    ],
+    [
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+            },
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+        },
+        {},
+        {
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+    ],
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+                "H[+1]": "1.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "38.235 S/m"
+        }
+    ],
+    [
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+                "H[+1]": "1.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
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+        }
+    ],
+    [
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+                "H[+1]": "1.5 mol/l"
+            },
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+        },
+        {},
+        {
+            "conductivity": "51.089999999999996 S/m"
+        }
+    ],
+    [
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+                "H[+1]": "1.5 mol/l"
+            },
+            "temperature": "273.15 K"
+        },
+        {},
+        {
+            "conductivity": "57.27 S/m"
+        }
+    ],
+    [
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+                "H[+1]": "1.5 mol/l"
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+        },
+        {},
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+            "conductivity": "63.20999999999999 S/m"
+        }
+    ],
+    [
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+            },
+            "temperature": "283.15 K"
+        },
+        {},
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+            "conductivity": "30.16 S/m"
+        }
+    ],
+    [
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+            },
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+    ],
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+            },
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+        },
+        {},
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+        }
+    ],
+    [
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+        },
+        {},
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+        },
+        {},
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+        },
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+        },
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+        },
+        {},
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+        }
+    ],
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+        {},
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+        }
+    ],
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+        {},
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+        }
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+        },
+        {},
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+        }
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+        },
+        {},
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+            "conductivity": "79.0 S/m"
+        }
+    ],
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+        },
+        {},
+        {
+            "conductivity": "37.71 S/m"
+        }
+    ],
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+        },
+        {},
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+            "conductivity": "47.15999999999999 S/m"
+        }
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+        },
+        {},
+        {
+            "conductivity": "56.849999999999994 S/m"
+        }
+    ],
+    [
+        {
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+        {},
+        {
+            "conductivity": "0.10673 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.05 mol/l",
+                "SO4[-2]": "0.025 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.24425000000000002 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Na[+1]": "0.1 mol/l",
+                "SO4[-2]": "0.05 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.44969999999999993 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.0005 mol/l",
+                "Sr[+2]": "0.00025 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.003296 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.005 mol/l",
+                "Sr[+2]": "0.0025 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.031044999999999996 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.01 mol/l",
+                "Sr[+2]": "0.005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.060115 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.02 mol/l",
+                "Sr[+2]": "0.01 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.11548 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.05 mol/l",
+                "Sr[+2]": "0.025 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.27049999999999996 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "Cl[-1]": "0.1 mol/l",
+                "Sr[+2]": "0.05 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.5106999999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "0.0005 mol/l",
+                "Zn[+2]": "0.0005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.006065 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "0.005 mol/l",
+                "Zn[+2]": "0.005 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.04772 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "0.01 mol/l",
+                "Zn[+2]": "0.01 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.08486999999999999 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "0.02 mol/l",
+                "Zn[+2]": "0.02 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.14839999999999998 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "0.05 mol/l",
+                "Zn[+2]": "0.05 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.30585 S/m"
+        }
+    ],
+    [
+        {
+            "solutes": {
+                "SO4[-2]": "0.1 mol/l",
+                "Zn[+2]": "0.1 mol/l"
+            },
+            "temperature": "298.15 K"
+        },
+        {},
+        {
+            "conductivity": "0.5261 S/m"
+        }
+    ]
+]