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United States · Antivirus
Review signals

Review signal profile

How review-derived evidence enters the score — what was collected, what was filtered, and how it distributes across aspects. A signal profile, not an archive of individual reviews.

7,985 signals collected → 4,446 passed filters → 303 used in the current score.

A signal is one filtered data point — not one review, and not one person.

Collected7,985
passed filters303
Used303
Why signals were excluded
  • 1,405No gradeable aspect
  • 2,738Too short to score
  • 3,539Likely fake · filtered
Aspects with enough evidence
✓ App UX (205)✓ Pricing & billing (91)✓ Support quality (75)✓ Uninstall friction (7)
Collected
7,985signals
Filtered out
7,68296% set aside
Used
3034% of collected
Sources
44 used in score

A signal profile — not a review archive. IndexFair does not host or republish individual reviews. We report how many signals were collected, how they were filtered, and how they distribute. The source platforms retain the original text.

Signal funnel

Used 303Too short 2,738No gradeable aspect 1,405Likely fake 3,539

Why signals were set aside

7,682 filtered
No gradeable aspect1,405
Too short to score2,738
Likely fake · filtered3,539
What we don't publish. The exact filter thresholds resist gaming and stay internal. We disclose the categories and counts of what is set aside — never the rules that would let a bad actor tune around them.
Source mix
4 sources · 3 categories · 303 of 7,985 used in score

4 sources across 3 categories are the diversity the ≥2-source floor is measured on. 2 categories rest on a single source and are marked below.

The 3 categories, one by one ↓

Each row is one source category: how many sources feed it, how much evidence was collected, and how much reached the score.

Review platforms
1 source435 collected · 187 used in score · 248 set aside
1 source — does not clear the 2-source floor on its own
— /10
App stores
2 sources7,532 collected · 115 used in score · 7,417 set aside
— /10
Public forums
1 source18 collected · 1 used in score · 17 set aside
1 source — does not clear the 2-source floor on its own
— /10

Per-category readings are not yet published at this level of detail; the combined figures above summarize this category set.

See full evidence

Signals by aspect

volume used · not a score
App UX205
Pricing & billing91
Support quality75
Uninstall friction7

These bars show how many signals each aspect drew — coverage and volume, not the aspect's rating. For the scored analysis built on them, see Evidence.