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How We Test Software

If you're going to trust a recommendation, you deserve to know exactly how it was made. This page explains the full methodology behind every comparison on Tool Breakdown — no black boxes, no secret sauce.

Our Core Principle

We test hands-on before we rank. We don't write reviews from marketing pages, feature checklists, or press releases. Every tool that earns a place in a comparison has been signed up for, used for real tasks, and scored against criteria that matter for a specific use case.

Test Log: What We Actually Ran

Every comparison on this site includes a test log like the one below. It records when we tested, which version we used, and what we measured — so you can verify our work or repeat it yourself.

DateTool TestedVersionWhat We Measured
2026-08ChatGPT vs ClaudeChatGPT GPT-4o / Claude 430-day daily use: writing, coding, analysis
2026-081Password vs NordPass vs Dashlane vs RoboFormLatest stable buildsAutofill accuracy, breach monitoring, UI speed
2026-08NordVPN vs Surfshark vs ExpressVPN vs CyberGhostLatest stable buildsSpeed tests, streaming unblocking, leak tests

Full test logs for each comparison appear in the relevant article. Versions are captured at test time and may change — we re-test before major updates.

Scoring Formula

Each tool earns a weighted score out of 10 across four dimensions:

The weighted total determines rankings. We publish the raw scores in every comparison so you can re-weight them for your own priorities.

The 5-Step Process

  1. Define the use case. Who is this comparison for? A solo freelancer? A small team? An enterprise? We define the audience first, because "best" means different things to different people.
  2. Hands-on testing. We use each tool for real work — creating projects, running workflows, testing edge cases, and checking how the interface actually feels.
  3. Data collection. We gather pricing tiers, feature matrices, and performance benchmarks, then cross-reference them against independent user reviews from G2, Capterra, and Reddit.
  4. Scoring. Each tool is scored across 5–10 dimensions that matter for the specific use case — things like ease of use, collaboration, pricing, integrations, and security.
  5. Verdict. We declare a winner for that specific use case, and we tell you exactly why — not a vague "best overall" that fits no one.

Our Scoring Dimensions

Not every comparison uses the same criteria. A password manager and a project management tool solve different problems, so they're scored differently. But these are the dimensions we consider across most categories:

Where Our Data Comes From

We combine three sources for every comparison:

How We Stay Independent

Tool Breakdown earns money through affiliate commissions and ads. But we never accept payment to change a ranking. Here's how that works in practice:

How Often We Update

Software changes fast. Pricing shifts, features launch, and products get acquired. Every comparison shows a "last updated" date, and we re-test whenever a major change occurs — typically every 3–6 months, or sooner if a tool makes a significant update.

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