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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.

632 signals collected → 603 passed filters → 342 used in the current score.

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

Collected632
passed filters342
Used342
Why signals were excluded
  • 245No gradeable aspect
  • 16Too short to score
  • 29Likely fake · filtered
Aspects with enough evidence
✓ Pricing & billing (184)✓ App UX (174)✓ Support quality (149)✓ Uninstall friction (61)
Collected
632signals
Filtered out
29046% set aside
Used
34254% of collected
Sources
33 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 342Too short 16No gradeable aspect 245Likely fake 29

Why signals were set aside

290 filtered
No gradeable aspect245
Too short to score16
Likely fake · filtered29
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 platforms1Collected329Used239
App stores1Collected245Used92
Public forums1Collected58Used11

Signals by aspect

volume used · not a score
Pricing & billing184
App UX174
Support quality149
Uninstall friction61

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.