Comparison Methodology

How We Compare

• Use one shared test prompt for both tools in each comparison.
• Use a consistent baseline for duration, format, language, and export settings.
• Capture differences in a structured matrix so the same template can be reused across VS pages.

Source Policy

• Primary source preference: official pricing pages and official product documentation.
• Secondary sources: help center documentation and established review sources when official pages are incomplete.
• Each source-backed claim can include a source link and a checked date.

Scoring Dimensions

VS pages use an internal score (our in-house model), not a third-party authority rating. Default weights: pricingValue (25%), ease (20%), speed (20%), output (20%), customization (15%).

External ratings (when shown elsewhere) are treated as separate third-party signals and are not the same as this internal score.

Each metric is tagged as verified (linked to primary sources) or estimated (derived from structured product data when row-level links are still limited). Mixed pages contain both.

Every score block includes a method note plus per-metric rationale so readers can see why the score moved and what evidence backs it.

Winner cards are derived from internal score metrics: Price uses pricingValue, Speed uses speed, Quality uses output, and overall recommendation uses weighted total score. If the weighted gap is under 0.2, we mark it as a close call.

For featured tools, we apply a small internal-score calibration to keep recommendations consistent across the site.

Date Rules

• Updated: the date the page structure/content was last revised.
• Pricing checked: the date pricing and source-backed factual rows were last verified.
• We avoid conflicting date labels on the same page.