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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.

427 signals collected → 410 passed filters → 218 used in the current score.

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

Collected427
passed filters218
Used218
Why signals were excluded
  • 187No gradeable aspect
  • 5Too short to score
  • 17Likely fake · filtered
Aspects with enough evidence
✓ App UX (155)✓ Pricing & billing (94)✓ Support quality (52)✓ Uninstall friction (13)
Collected
427signals
Filtered out
20949% set aside
Used
21851% of collected
Sources
32 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 218Too short 5No gradeable aspect 187Likely fake 17

Why signals were set aside

209 filtered
No gradeable aspect187
Too short to score5
Likely fake · filtered17
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

Source mix (3)
Review platforms1Collected2Used0
App stores1Collected344Used194
Public forums1Collected81Used24

Signals by aspect

volume used · not a score
App UX155
Pricing & billing94
Support quality52
Uninstall friction13

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.