The VPN Sentiment Index
Ranked by what real users actually say — not by who pays the biggest commission. We blend
two independent sources: informed power-user sentiment (discussion, text-scored) and
mainstream ratings (App Store stars at scale). One source isn't enough; together they tell the real story.
🗓️ Updated monthly — not real time. Each cycle re-pulls posts, re-scores sentiment, and re-reads
App Store ratings, then re-dates every product. This cycle: June 2026. Next refresh: July 2026.
🔍 Why two sources? On the App Store, every major VPN scores between
4.22★ and 4.71★ — the stars barely separate them and are prompt-inflated. Informed sentiment spreads
them ~4× wider. The gap between the two crowds (shown per VPN below) is itself the signal: a big gap
means casual ratings over-flatter a VPN the knowledgeable distrust.
How these scores are computed
Every score is produced by the same transparent pipeline, run fresh each month:
- Two sources, blended 65/35: power-user text sentiment (Hacker News) weighted 65%, mainstream App Store star ratings 35% — gathered via official APIs, never bulk-scraped.
- Filtering: we drop passing mentions, link dumps, and spam/scam posts, and we down-weight promotional/astroturf comments rather than delete them.
- Scoring: an LLM reads sentiment toward the named VPN, theme by theme — because simple keyword scoring gets sarcasm and negation backwards (we publish that test in our methodology).
- Why power-user is weighted higher: App Store stars carry huge volume but are prompt-inflated and compressed (~4.5★ for everyone), so they confirm popularity, not quality. Informed text sentiment discriminates.
- Weighting: recent posts count more (12-month half-life); usernames are never published.
- Honesty about thin data: below a minimum volume we label a product limited data (or mainstream-only) instead of faking a precise score.
How VPNinsider makes money — and why this ranking isn't for sale
We earn affiliate commissions on some links. That revenue is structurally walled off from this index:
commission data never enters the scoring. The order above is set purely by user sentiment — including for VPNs
we earn from, and we show their negatives plainly. Affiliate links are labeled at or before the link, per FTC guidance.