How we score
We score what works. Every score on AlignAI comes from real, first-hand user sentiment — what actual users report after putting a tool to work. Not press releases, not paid placements, not our opinions. Nothing paid, nothing hidden.
One number, the AlignAI Score
Every scored tool gets one number from 0 to 100 — its AlignAI Score. It's built only from verified first-hand user experience and adjusted for how much real evidence stands behind it, so a tool with a handful of glowing mentions can't leapfrog one proven across hundreds of real reads. When there isn't enough signal to score a tool honestly, we don't guess — it shows AWAITING DATA instead of a number.
The 6-layer pipeline
We call it Community Intelligence, and it runs in six separate, auditable layers. Every layer is measured against human-labeled validation sets before it ships.
- Verbatim capture. Every review is captured word-for-word and never edited. The raw record is immutable.
- Normalization. Captured text is cleaned and standardized the same way every time, so the same input always produces the same result.
- Attribution. A 12-signal engine binds each comment to the specific tool it's actually about — no guessing, no lumping similar tools together.
- First-hand verification. Each comment is independently checked against one standard: did this person actually use the tool themselves? Recommendations, hearsay, and marketing noise are thrown out before anything is scored.
- Human-anchored QA. Results are checked against labeled gold-standard sets graded by people, so the machine's judgment stays honest.
- Sentiment and score. Only the verified first-hand experiences are read for sentiment and aggregated into the final AlignAI Score.
More real reviews means higher confidence, which we show as a confidence band alongside the score.
Verdicts
WORKED (75 and up) · MIXED (50–74) · FAILED (below 50). The verdict is the score, translated — never edited by hand.
The rules we don't break
Zero affiliate links. Zero sponsored placements. Zero pay-to-influence rankings. Collections are curated by humans, but the ORDER inside every list always comes from the scores — never from us, never from a sponsor. User quotes appear verbatim or not at all. Corpus-level totals (like the counts on our homepage) are shown live from the database; we don't decorate individual tools with raw counts.