Our Testing Method

🔬 How We Test AI Tools

We don't just read the marketing pages and write a summary. Every tool on this site has been tested hands-on for at least 5 hours — often much more for the tools we compare most frequently. We use real-world tasks: writing a blog post, generating product images, editing a video, automating a spreadsheet. If we wouldn't use it ourselves, we don't recommend it.

Below is our complete methodology — the same process applied to every tool, in every category.

📏 The 15 Criteria

Every tool is scored against these 15 criteria. Each criterion is rated on a 1–10 scale, then weighted according to category relevance. The final score is a weighted average.

🏋️ Our 5-Step Testing Process

1. Discovery & Shortlisting

   We start by identifying every relevant tool in a category — through market research, user communities (Reddit, Discord, Twitter/X), and tool directories. We shortlist 6–12 tools per category based on market presence, user interest, and feature set.

2. Hands-On Testing (Minimum 5 Hours per Tool)

   Each tool is tested with standardized, real-world tasks specific to the category. For writing tools: a 2,000-word article, a social media post, an email sequence, and an ad copy. For image generators: portraits, product shots, landscapes, and text-in-image prompts. We document everything — screenshots, timestamps, output files.

3. Side-by-Side Comparison

   We compare outputs directly — the same prompt across all tools. We rate each tool on every one of the 15 criteria using a standardized scoring rubric. Scores are cross-checked by at least two team members to reduce individual bias.

4. Research & Fact-Checking

   We verify pricing, feature claims, integrations, and security certifications. We check user reviews on G2, Trustpilot, Capterra, and Reddit. We look for recent updates, funding rounds, and company stability. All outside the testing sessions.

5. Write, Review & Publish

   The comparison is drafted with clear rankings, detailed breakdowns, and practical recommendations for different user profiles. Every article goes through an editing and fact-checking pass before publication. Articles are re-reviewed and updated every 3 months.

📊 How Scores Are Calculated

Each criterion receives a 1–10 rating. Not all criteria are equally important for every category. For writing tools, "Output Quality" and "Content Originality" carry more weight than "Mobile Experience." For video tools, "Speed & Performance" matters more than "Template Library."

Weights vary by category. A score of 9.0+ means a tool is exceptional. 7.0–8.9 is very good with minor drawbacks. Below 7.0 means there are better alternatives available.

🔄 How Often Do We Update?

Comparisons are reviewed and updated at least every 3 months. If a major update, price change, or new competitor emerges, we update sooner. We also maintain a public changelog on each comparison page showing the last review date and what changed.

Tools that drop significantly in quality or value are moved down or removed — we do not leave outdated recommendations live.

🛡️ Our Independence Promise

We do not accept payment for rankings. No AI company can buy a higher score, a "featured" placement, or a favorable review. If a tool wants to sponsor content, it is clearly labeled as sponsored — and never mixed into our comparison rankings.

You can read more about how we handle affiliate relationships on our Legal & Disclosures page.