INDEPENDENT RESEARCH. BETTER DATING DECISIONS.How we research
Behind the publication

Our editorial methodology

How Swipe or Pass researches dating apps, distinguishes evidence and uses a transparent 100-point framework.

By Swipe or Pass EditorialReviewed & updated

Swipe or Pass is a research publication. Our publisher has not personally joined, used or tested the platforms reviewed here. We do not create dating profiles, interview users or claim firsthand results.

Four kinds of information, kept separate

  1. Company claims: feature descriptions, marketing, help pages and policies. We attribute them and link to the source.
  2. Independently verifiable facts: findings supported by primary public records or credible independent evidence. An advertised feature does not establish effectiveness.
  3. User-review patterns: only with a documented sample, dates and credible sources. We account for selection bias. No pattern analysis is claimed in this initial edition.
  4. Editorial analysis: our explanation of who a documented feature may suit and what tradeoff it creates.

How we research

We start with current official feature, subscription, privacy and cancellation documentation. We record source links and check dates, compare contradictory statements and identify regional limitations. Prices need a currency, billing period and source; if a checkout price cannot be verified, we say so.

The 100-point framework

Maximum points by editorial dimension
DimensionPoints
Safety and privacy25
Match quality and intended audience20
Features and usability15
Value for money15
Transparency and cancellation15
Customer support10

Each scored dimension needs an evidence-linked explanation of strengths, limitations and points withheld. Safety considers reporting, verification, data practices and enforcement evidence. Audience considers fit and credible outcomes. Features considers capabilities and access limits. Value considers usable free features and verified full costs. Transparency considers clarity and exit steps. Support considers access and credible resolution evidence.

We do not award full marks just because a company lists a feature. A score requires sufficient evidence across all six dimensions. When evidence is insufficient, we publish an editorial fit verdict with no numeric total. A Swipe or Pass describes suitability for a stated purpose; it is not a measured performance rating.

  • 80–100: Strong Swipe
  • 65–79: Swipe for the right person
  • 50–64: Proceed cautiously
  • Below 50: Pass

What a Swipe means

A fit recommendation means the documented offering may suit a stated goal. It is not a guarantee of safety, dates or relationship success. A Pass can simply mean a poor fit for your priorities.

Updates and corrections

Visible dates reflect an editorial check, not an automated daily refresh. We aim to recheck material claims at least quarterly and sooner when a change is identified. Unsupported historical claims are withdrawn. Our contact page shows the current correction-channel status. Affiliate status does not enter our recommendation logic or buy a verdict.