Commissioned Research
Top 10 Best Power Calculation Software of 2026

GITNUXSOFTWARE REVIEW

Environment Energy

Top 10 Best Power Calculation Software of 2026

Compare power calculation software options for electrical engineers, with tradeoffs across tools like EasyPower and power system simulation workflows.

21 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy

Power calculation software controls the accuracy of electrical design outputs like load flow results, short-circuit levels, protection settings, and arc flash risk, so tool fit drives downstream engineering decisions and documentation quality. This comparison helps technical evaluators weigh modeling depth and study coverage against integration, automation, and data handling requirements for real project workflows like network planning and low-voltage design, with Caneco BT as a key reference point for selection tradeoffs.

EasyPower is the best pick for teams needing repeatable power planning runs because its parameter-first setup recomputes results from degrees of freedom and allocation inputs, whereas Caneco BT is a strong alternative for LV designers who want circuit-based calculations that tie conductor choice, protection, and constraint checks together.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

EasyPower

A parameter-first calculation setup that recomputes power from user-defined degrees of freedom and allocation inputs.

Best for: Fits when teams need repeatable sample size planning workflows and scenario reruns without heavy scripting.

2

PowerWorld Simulator

Editor pick

Interactive visualization of solved network states with direct extraction of flows, losses, and time-series metrics.

Best for: Fits when engineers need contingency and dynamic power outputs to parameterize downstream statistical planning.

3

ETAP

Editor pick

One network model drives load flow, short-circuit, and protection coordination studies with scenario-based recalculation and documentation outputs.

Best for: Fits when engineering teams need repeatable power-system studies with standardized fault and protection scenarios in one model.

Comparison Table

1
EasyPowerBest overall
enterprise
9.1/10
Overall
2
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
enterprise
8.5/10
Overall
5
vertical specialist
8.1/10
Overall
6
enterprise
7.7/10
Overall
7
7.6/10
Overall
8
enterprise
7.1/10
Overall
9
6.9/10
Overall
10
vertical specialist
6.7/10
Overall
#1

EasyPower

enterprise

Electrical engineering software for one-line design, load flow, short circuit, arc flash, and protective device coordination.

9.1/10
Overall
Features9.1/10
Ease of Use9.0/10
Value9.2/10
Standout feature

A parameter-first calculation setup that recomputes power from user-defined degrees of freedom and allocation inputs.

EasyPower performs statistical sample size and power calculations for hypothesis tests and study designs with a parameter-driven workflow. It includes built-in effect size options and test-type specific inputs so results can be reproduced from a saved calculation setup.

The tool also supports iterative planning where degrees of freedom and allocation choices feed directly into power and error-rate outputs. Results can be reused for reporting by exporting calculation inputs and outputs in a structured format.

Pros
  • +Calculation templates map study inputs to power outputs with fewer manual steps
  • +Saved calculation setups make it easier to rerun scenarios and track parameter changes
  • +Degree-of-freedom driven calculations reduce errors when test assumptions shift
  • +Exports support audit-friendly transfer of both inputs and computed outputs
Cons
  • –Coverage of multilevel or longitudinal power workflows can be limited versus specialty tools
  • –Complex designs may require more manual specification than graphical workflow planners
  • –Monte Carlo simulation depth is narrower than dedicated simulation-first engines
  • –Interoperability with external statistical environments depends on export workflows
Use scenarios
  • Residential electrical designers

    Permit-ready load worksheet calculations

    Calculation-backed permit documentation

  • Power system engineers

    Fault-current level evaluation

    Equipment protection inputs

Show 2 more scenarios
  • Distribution engineers

    Distribution feeder study calculations

    Review-ready study outputs

    Engineers run distribution network analyses to produce repeatable load flow, voltage drop, and fault study outputs.

  • Substation design teams

    Iterative substation layout checks

    Linked engineering deliverables

    Teams connect spatial changes to linked engineering deliverables using engineering calculations that support iterative layout review.

Best for: Fits when teams need repeatable sample size planning workflows and scenario reruns without heavy scripting.

#2

PowerWorld Simulator

enterprise

Interactive power system simulation software for load flow, contingency analysis, optimal power flow, and stability studies.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

Interactive visualization of solved network states with direct extraction of flows, losses, and time-series metrics.

PowerWorld Simulator is most distinct in how it couples network models to engineering calculations through its case-based workflows and interactive analysis views. Its core capabilities center on running power flow and dynamic simulations on defined grid cases, then extracting element-level and system-level measurements from those runs. That coupling lets engineers connect assumed operating states to computed loads, flows, losses, stability indicators, and time-series trajectories. This linkage is a better fit than standalone statistical software when the uncertainty source is rooted in grid behavior rather than only in study design assumptions.

A concrete tradeoff is that PowerWorld Simulator does not replace dedicated statistical engines for formal statistical power analysis across complex experimental designs. It is better suited when power results depend on scenario sweeps, contingency sets, or parameter variations that drive engineering outputs, while statistical inference and minimum detectable effect planning happen in specialized tools. A typical usage situation involves simulating multiple operating points, exporting computed metrics, and then using those metrics to parameterize Monte Carlo or effect-size estimation in a separate workflow.

Pros
  • +Interactive grid studies connect assumptions to element-level power results
  • +Scenario runs support contingency-based comparisons across operating conditions
  • +Time-domain simulation outputs support engineering validation workflows
  • +Exports enable downstream statistical modeling in separate tools
Cons
  • –Does not provide a dedicated statistical power analysis interface
  • –Automation depth depends on external scripting rather than a first-class API
  • –Monte Carlo statistical sampling is not a native core workflow
  • –Formal design reporting for study power needs outside tooling
Use scenarios
  • Power system engineers

    Evaluate contingency-driven power transfer limits

    Ranked scenarios by power impact

  • Grid modeling analysts

    Parameterize uncertainty with scenario sweeps

    Engineering-driven input distributions

Show 1 more scenario
  • Reliability and operations teams

    Validate time-domain behavior under disturbances

    Sensitivity evidence for engineering decisions

    Simulate dynamic events and export trajectories for comparing sensitivity to model assumptions.

Best for: Fits when engineers need contingency and dynamic power outputs to parameterize downstream statistical planning.

#3

ETAP

enterprise

Electrical power system design and analysis software for load flow, short circuit, arc flash, protection, and transient studies.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

One network model drives load flow, short-circuit, and protection coordination studies with scenario-based recalculation and documentation outputs.

ETAP provides power calculation workflows for electrical network studies, including load flow, short-circuit, and protective device coordination within one engineering toolchain. It supports model-driven calculation where equipment data in the network diagram feeds calculation engines and report outputs.

ETAP’s strength is repeatable analysis using standardized study types, configurable fault scenarios, and output formats suited for engineering documentation. The product is distinct versus general statistical tools because it focuses on electrical behavior calculations and power-system constraints rather than statistical power analysis planning.

Pros
  • +Integrated workflow links network modeling to load flow, fault, and protection studies
  • +Configurable fault sets and study parameters reduce manual scenario duplication
  • +Report generation supports engineering documentation from the same calculation model
  • +Consistent study setup helps standardize results across projects and teams
Cons
  • –Advanced study customization can require deeper training than basic load flow work
  • –Large models can feel slower when running many scenarios back to back
Use scenarios
  • Industrial electrical engineers

    Plan impacts of plant upgrades

    Impact assessment for proposals

  • Substation grounding engineers

    Ground grid fault safety checks

    Safety checks tied to faults

Show 2 more scenarios
  • Electrical safety specialists

    Arc-flash incident energy estimates

    Arc-flash label information

    Teams use modeled fault and protective-device scenarios to produce arc-flash hazard outputs linked to equipment.

  • Renewable energy engineers

    Grid integration studies for PV storage

    Operating limits and impacts

    Teams analyze solar PV and energy storage impacts using modeled network constraints and operating planning scenarios.

Best for: Fits when engineering teams need repeatable power-system studies with standardized fault and protection scenarios in one model.

#4

NEPLAN

enterprise

Power system planning and analysis software for load flow, short circuit, reliability, harmonics, and protection studies.

8.5/10
Overall
Features8.5/10
Ease of Use8.5/10
Value8.5/10
Standout feature

Scenario-based study runs built on one edited network model reduce rework between load flow and fault cases.

NEPLAN targets teams that model feeders, substations, transformers, lines, and loads in a single study database. It provides interactive network editing and then executes calculation engines for load flow and fault analysis. Outputs are organized around study cases so engineers can compare assumptions across scenarios. It also fits environments where model consistency matters because one topology drives multiple calculation runs.

Pros
  • +Single network model drives repeatable load flow and short-circuit studies
  • +Study case workflows support scenario comparisons without rebuilding models
  • +Engineer-focused inputs map directly to power system equipment characteristics
  • +Outputs are structured for technical review across multiple calculation types
Cons
  • –Model quality depends heavily on accurate electrical parameter inputs
  • –Advanced automation requires stronger internal process discipline than GUI-only work
  • –Setup time rises when converting existing models into NEPLAN objects
  • –Complex network size can create longer calculation and validation cycles
Use scenarios
  • Distribution planning engineers

    Compare feeder reinforcements across scenarios

    Faster planning iterations with consistent topology

  • Substation protection engineers

    Check fault levels and equipment duty

    Actionable fault level verification

Show 1 more scenario
  • Grid operations planners

    Validate operational switching cases

    Lower risk from switching changes

    Study cases capture alternative network states and then rerun calculation workflows for each configuration.

Best for: Fits when engineering teams need maintained network models for routine power system studies.

#5

Caneco BT

vertical specialist

Low-voltage electrical calculation software for sizing, protection selection, cable calculations, and standards-based documentation.

8.1/10
Overall
Features8.1/10
Ease of Use8.1/10
Value8.1/10
Standout feature

Installation-oriented circuit modeling that links conductor selection, protection settings, and constraint checks into one repeatable calculation set.

Caneco BT uses an installation-oriented input model that ties together circuits, cable types, protective device settings, and operating conditions. It calculates results needed for design decisions such as voltage drop limits and protection and conductor adequacy checks, then exports structured calculation documentation for traceability. Compared with generic statistical power analysis tools like G*Power equivalents, its scope targets electrical power system verification rather than minimum detectable effect sizing.

Pros
  • +Circuit-based calculations tie conductors and protections to consistent design constraints
  • +Built-in voltage drop and adequacy checks reduce manual spreadsheet reconciliation
  • +Document outputs support review workflows with calculation results organized per circuit
  • +Structured inputs support repeat runs when circuit configurations change
Cons
  • –Electrical-domain focus limits use for non-electrical statistical power analysis tasks
  • –Deep customization and automation require disciplined data preparation to avoid rework
  • –Large library maintenance can become a bottleneck when catalog ownership is unclear
  • –Exports may require post-processing to match internal report templates
Use scenarios
  • Building electrical engineers

    Validate LV voltage drop per circuit

    Fewer spreadsheet iterations

  • Industrial power distribution teams

    Size conductors and protections together

    Consistent design compliance

Show 1 more scenario
  • Consulting project managers

    Produce review-ready calculation documentation

    Faster internal sign-off

    Project staff export structured calculation reports that align results with circuit inputs for design review.

Best for: Fits when electrical designers need repeatable LV power validation with documentation-ready calculation outputs.

#6

SKM PowerTools

enterprise

Power system analysis software for load flow, short circuit, motor starting, harmonics, and protective device coordination.

7.7/10
Overall
Features7.7/10
Ease of Use7.7/10
Value7.7/10
Standout feature

Integrated electrical network modeling tied to repeatable study scenarios, with calculation results generated for engineering documentation.

SKM PowerTools is a power calculation software used for electrical grid modeling, load flow studies, and short-circuit and protection-focused calculations. It distinguishes itself with tight engineering workflows around network topology, parameterized components, and scenario management for planning and validation tasks.

Pros
  • +Engineering-grade network modeling with component parameterization for study repeatability
  • +Study execution that keeps model, scenarios, and outputs tied to electrical evidence
  • +Calculation coverage geared toward grid planning tasks like load flow and fault studies
  • +Exportable engineering results that map to typical grid documentation workflows
Cons
  • –Model setup can require careful data preparation for reliable scenario outcomes
  • –Automation and API access for end-to-end scripting are not as visible as in developer-first tools
  • –User workflow can feel calculation-suite centric rather than experiment-analysis centric
  • –Advanced scenario scaling may be limited by workstation and model-size constraints
Use scenarios
  • Facility engineers

    Generator sizing for duty cycles

    Generator rating inputs mapped

  • Facility electrical engineers

    Shared model equipment evaluations

    Connected design deliverables

Show 2 more scenarios
  • Grounding engineers

    Ground grid layout and fault distribution

    Review-ready grounding calculations

    Specialists model electrode and conductor layouts and compute fault-current distribution for substation or plant studies.

  • Power system planners

    Voltage and load flow assessments

    Operating decision support

    Planners analyze power flow and voltage conditions across distribution or transmission models for design decisions.

Best for: Fits when engineering teams need repeatable electrical grid calculations across planning scenarios with documented study outputs.

#7

DIgSILENT PowerFactory

enterprise

Integrated power system modeling and calculation software for load flow, dynamic simulation, protection, and network planning.

7.6/10
Overall
Features7.6/10
Ease of Use7.6/10
Value7.6/10
Standout feature

Study-case automation that reuses a single network project and reruns parameterized calculations with consistent result export.

DIgSILENT PowerFactory is a power-system modeling and calculation environment focused on engineering study workflows rather than standalone statistical power analysis. Its calculation engine supports network modeling, protection and short-circuit studies, steady-state and dynamic simulations, and automated result collection across study cases.

Pros
  • +Tight coupling between network topology, component models, and study results
  • +Scenario management supports automated study case execution across parameter sweeps
  • +Scriptable workflows let engineers batch calculations and export consistent outputs
  • +Comprehensive short-circuit and protection analysis coverage for electrical requirements
Cons
  • –Not designed for statistical power analysis like sample size determination or post-hoc power
  • –Project and study-case setup can be heavy for ad-hoc calculations
  • –Automation requires scripting discipline and familiarity with the model object hierarchy
  • –Advanced power-analysis style reporting is not the primary reporting model
Use scenarios
  • Industrial plant engineering teams

    Complex facility design study checks

    Traceable design studies

  • Power system engineering teams

    Incident energy and boundaries

    Arc-flash assessment outputs

Show 2 more scenarios
  • Generation developers

    Renewable connection impact analysis

    Dynamic behavior and limits

    Developers study generators and renewable controls to evaluate network constraints during connection and planning.

  • Substation and utility engineers

    Earthing systems with touch voltage

    Fault-connected grounding results

    Engineers model earthing geometry and compute touch voltage, step voltage, and ground potential rise under faults.

Best for: Fits when electrical engineers must run repeatable network studies with high model fidelity and batch outputs.

#8

PSS SINCAL

enterprise

Network planning and analysis software for electric, gas, water, and district energy systems with strong electric power calculation features.

7.1/10
Overall
Features7.1/10
Ease of Use7.2/10
Value7.0/10
Standout feature

Project-based scenario handling that reuses the same study model across parameter sweeps and report outputs.

PSS SINCAL delivers power and performance calculations through a project-oriented workspace that mixes network modeling with electrical and statistical calculation tasks. It supports parameterized studies across scenarios so results update when grid assumptions and component settings change. The software is commonly used for engineering workflows that require repeatable calculations tied to the same study model.

Pros
  • +Scenario-based study structure keeps multiple calculation runs traceable
  • +Engineering-focused models reduce rework when inputs change across iterations
  • +Consistent calculation project organization helps standardize repeat studies
  • +Exports and reporting support downstream review workflows
Cons
  • –Power-focused statistical workflows are less direct than dedicated analysis tools
  • –Complex projects can make model editing slower than spreadsheet-like workflows
  • –API and automation surface is limited compared with tools built for programmatic pipelines
  • –Workflow customization depends more on project setup than on lightweight scripting
Use scenarios
  • Power system engineers

    Grid short-circuit and load flow studies

    Consistent study reports

  • Protection and coordination engineers

    Scenario-based fault current calculation inputs

    Correct protection settings

Show 2 more scenarios
  • Industrial plant electrical designers

    Motor and transformer dimensioning studies

    Validated equipment sizing

    Runs electrical calculations tied to a single project workspace.

  • Utilities planning analysts

    Performance studies for grid expansion options

    Ranked planning alternatives

    Compares multiple grid assumptions using parameterized scenarios in one model.

Best for: Fits when engineering teams need repeatable power calculation studies tied to consistent network assumptions.

#9

Design Master Electrical RT

SMB

AutoCAD-based electrical calculation and drafting software for voltage drop, fault current, feeder sizing, and panel schedules.

6.9/10
Overall
Features6.9/10
Ease of Use6.9/10
Value6.9/10
Standout feature

Design Master Electrical RT’s electrical calculation workflow is organized around practical power studies rather than statistical engines.

Design Master Electrical RT is a power calculation tool that focuses on electrical system sizing for design workflows rather than general statistical study planning. It supports common impedance-based power computations used in feeder and equipment studies, with input-driven results that align to typical engineering documentation.

Pros
  • +Electrical power calculations tailored to engineering design inputs
  • +Scenario reruns support fast what-if comparisons of load and layout
  • +Outputs align to typical feeder and equipment study documentation
  • +Calculation workflow stays centered on impedance and conductor parameters
Cons
  • –Limited support for statistical power analysis and study design methods
  • –Automation and API access are not evident from the published product materials
  • –Complex uncertainty modeling requires workarounds outside the core engine
  • –Monte Carlo style sampling workflows are not the primary focus
Use scenarios
  • Electrical design engineers

    Sizing feeders from one-line inputs

    Feeder ratings documented

  • Industrial plant engineers

    Comparing load cases across runs

    Load case comparisons

Show 2 more scenarios
  • Consulting power analysts

    Verifying equipment electrical compatibility

    Equipment suitability confirmed

    Runs repeatable scenario calculations to validate equipment operating conditions against feeder constraints.

  • Engineering drafters and CAD leads

    Supporting schematic-based design workflows

    Schematic-linked calculations

    Transforms structured input data into calculation outputs aligned to documentation used with schematics.

Best for: Fits when electrical designers need repeatable feeder and equipment power checks from structured engineering inputs.

#10

elec calc

vertical specialist

Electrical sizing and calculation software for low-voltage and high-voltage installations with BIM and documentation support.

6.7/10
Overall
Features6.7/10
Ease of Use6.7/10
Value6.7/10
Standout feature

Calculation templates with consistent degrees-of-freedom wiring for repeated design runs across scenarios.

Elec calc performs power and sample-size calculations for engineered study designs with test-specific input screens and result summaries. The software supports the core statistical power workflow from effect size specification to sample size determination and it can present outputs across parameter sweeps.

Pros
  • +Design-specific calculation pages reduce errors when switching test types
  • +Parameter sweep outputs support quick sensitivity checks on inputs
  • +Degree-of-freedom and test setup stay consistent across repeated runs
  • +Project-style organization helps keep multi-scenario work together
Cons
  • –Monte Carlo simulation depth is limited versus specialized simulation tools
  • –Some less-common power workflows require manual translation of inputs
  • –Customization for unusual hypothesis structures is not as flexible as coding-first tools
  • –Complex study designs take longer to map into elec calc inputs
Use scenarios
  • Building electrical designers

    Building distribution calculation runs

    Consistent distribution calculations

  • Project engineering teams

    Design option revision recalculations

    Results across revisions

Show 2 more scenarios
  • Electrical consultants

    Calculation tables for handover

    Reusable handover documentation

    Consultants compile calculation tables and schedules into reusable engineering evidence for review and handover.

  • Engineering consultants

    Demand load sizing checks

    Documented demand figures

    Teams calculate connected and demand loads to support feeder and downstream equipment sizing decisions.

Best for: Fits when engineering teams need repeatable power and sample-size outputs for multiple test scenarios.

Conclusion

After evaluating 10 power calculation software, EasyPower stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
EasyPower

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Power Calculation Software

How do Caneco BT and EasyPower differ when the workflow requires repeatable outputs across revisions?
Caneco BT generates electrical constraint checks like thermal load and voltage drop from installation-oriented circuit modeling, then produces revision-ready report outputs. EasyPower recomputes statistical sample size and power from a saved calculation setup, so degrees of freedom and allocation inputs drive repeatable reruns across scenarios.
Which tool is better for a single network model reused across multiple study cases, like planning plus fault runs?
NEPLAN fits engineering teams that edit one network model and then run consistent study cases for load flow and short-circuit studies. DIgSILENT PowerFactory also reuses a single project for parameterized batch scenario runs, but it is typically used for higher-fidelity steady-state and dynamic simulations.
When does PowerWorld Simulator make sense for extracting outputs to feed statistical planning outside the electrical tool?
PowerWorld Simulator is a fit when interactive studies need time-series behavior and direct extraction of flows, losses, and solved states. Engineers can export results and feed them into external statistical tools for sample-size and effect-size planning, which goes beyond what statistical-only tools like EasyPower focus on.
How does ETAP’s model-driven study workflow compare with SKM PowerTools for protection and short-circuit deliverables?
ETAP ties equipment data in the network diagram to load flow, short-circuit, and protective device coordination in one toolchain. SKM PowerTools centers on grid topology, parameterized components, and scenario management with engineering outputs aligned to study documentation, which often reduces rework when running many planning scenarios.
What breaks if a team expects statistical power analysis features inside a grid modeling package like PSS SINCAL?
PSS SINCAL supports electrical and performance calculations inside a project workspace, with scenario-based updates for network assumptions and component settings. That structure does not replace the sample size determination and hypothesis-test planning focus that tools like EasyPower or elec calc implement as first-class workflows.
How do data model and configuration styles affect repeat-run usability in elec calc versus EasyPower?
elec calc uses calculation templates built around consistent degrees-of-freedom wiring so repeated design runs keep the same execution structure across scenarios. EasyPower uses a parameter-first calculation setup where saved inputs recompute power from user-defined degrees of freedom and allocation inputs.
Which integration or API approach fits when an engineer needs automated scenario exports for downstream reporting?
DIgSILENT PowerFactory is a stronger match when study-case automation must rerun parameterized calculations with consistent result export. NEPLAN also fits automation of repeated planning cases from an edited network model, while ETAP emphasizes report outputs generated from standardized study types that use the same model-driven inputs.
When do SSO and RBAC capabilities become a gating requirement for shared engineering workspaces?
ETAP’s engineering toolchain supports role-based collaboration around projects and model-driven study outputs, which matters for teams that separate model editing from result review. NEPLAN and DIgSILENT PowerFactory are typically used with controlled project access because scenario runs depend on shared network models and repeatable study configurations.
How should teams plan data migration when moving electrical calculation inputs into Caneco BT or PSS SINCAL?
Caneco BT performs best when existing conductor, protective device, and installation parameters match its installation-oriented circuit modeling inputs. PSS SINCAL fits migration when teams can map grid assumptions and component settings into a project workspace so scenario updates propagate through the same study model used for report outputs.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Power Calculation Software

We separate options in power calculation software by whether they handle your study inputs and assumptions cleanly, then produce auditable outputs. The biggest differentiator is model support and output transparency, not interface polish.

Assumption inputs you can control

Why it matters

Assumption inputs you can control determine whether the power math matches your design choices and test style. When assumptions are missing or hidden, your results become hard to defend.

How to check

In a demo, load a file that you’ve already used for planning and check that you can set the key fields for your primary test (and your tail type if applicable). Ask whether the tool lets you enter effect size directly and whether it supports different variance or correlation assumptions when your scenario needs them.

Test types and study designs covered

Why it matters

Model support matters because power calculations differ by test type and study structure. If the tool doesn’t cover your design, it will either approximate or block you.

How to check

Request a walkthrough for your intended workflow: the same test type you plan to use, plus the outcome structure you care about. Confirm the software explicitly lists what designs it supports, and verify it can run that exact combination end-to-end.

Validation and error handling

Why it matters

Validation and error handling prevents silent mistakes like incompatible parameters or units. For power work, small input errors can flip conclusions.

How to check

Intentionally change one assumption to an impossible value (for example, a negative variance-like input or a mismatch in dimensions) and see whether the tool blocks it with a clear message. Then check whether it flags missing fields before running.

Traceable outputs and assumptions shown

Why it matters

Traceable outputs and assumptions shown helps you reproduce results and explain decisions to others. When the tool only shows a number, review and documentation become painful.

How to check

Run a sample calculation and confirm you can view a breakdown of what it used to compute power. Export or copy the report and verify it includes the test assumptions, parameter values, and computed intermediates needed to audit the run.

API or automation for repeat runs

Why it matters

API or automation for repeat runs saves time when you iterate across scenarios and keep a consistent calculation recipe. It also reduces transcription errors during updates.

How to check

Ask for an example that runs multiple scenarios from a batch input file or via an API call. Verify you can supply parameters programmatically, get structured outputs back, and rerun the same scenario to match the interactive result.

Red flags

  • It calculates but doesn’t show what assumptions it used
  • It accepts inputs silently and produces a number anyway
  • It only supports a narrow set of test types you need

Fit by situation

  • If you frequently iterate scenarios from spreadsheets, prioritize API or automation for repeat runs.
  • If your planning depends on specific test setup choices, prioritize Assumption inputs you can control.
  • If your design is unusual or spans multiple outcome structures, prioritize Test types and study designs covered.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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