About DRAMFINDER

What this is, and how the scoring works

DRAMFINDER is an independent whisky decision-intelligence site. We aggregate expert reviews, community sentiment, and our own tasting into one verdict per bottle, and we lift the veil on what you're actually buying — including the things the retailer's marketing won't tell you.

Why we exist

To research a whisky today you visit a retailer for the price, an expert site for the critic score, a community forum for the consensus, a video channel for the tasting walkthrough, and a database for the catalogue. Five tabs, and the synthesis happens in your head. DRAMFINDER does the synthesis. One page, one verdict, with the working shown.

We are not a retailer. A retailer's job is to sell you the bottle in front of you. Ours is to tell you whether you should buy it, which one to buy instead, and whether you're being overcharged. That means we publish things retailers can't: that Lagavulin 16's modern bottling scores a touch below the vintage, that Bowmore's early-2000s era genuinely damaged the brand, that Bruichladdich's price has crept up under Rémy Cointreau ownership without spirit improvement.

The DRAMFINDER score

Every bottle gets a single 0–100 DRAMFINDER score and a tier (DEFINITIVE, RECOMMENDED, QUALIFIED, TASTE-DEPENDENT, PASS). It is computed, not quoted:

DRAMFINDER score = expert critic average (where available)
  + community sentiment bonus: (positive% − 50%) × 0.04, capped ±2
  + discussion volume bonus: log₂(mention volume ÷ region median), capped ±1.5
  + consistency bonus: ±0.5 for low/high bottling-to-bottling variance
  → rounded, mapped to a tier

The critic average is one input, not the headline. Where we don't have expert coverage (most American and Japanese bottles), the score is community-derived and flagged as such. The methodology line on every bottle page shows exactly which factors moved the score.

Our data sources

Critic avg (Serge Valentin's 25-year archive of scored, attributed expert reviews) — the expert layer. Reddit (r/Scotch and related communities, via the PullPush archive) — community sentiment and discussion volume. YouTube transcripts (named reviewers' video tasting notes, where captions exist) — tasting-language signal. Wikipedia — distillery histories. We're working on adding retailer data (prices, stock, retailer tasting notes) via the Awin affiliate network.

Lifting the veil

Every bottle page has a panel with three columns: Why it's bought (the genuine case for it), What to watch for (honest flaws — ABV, era variation, price creep), and Behind the label (industry context the marketing won't surface — ownership-driven pricing, managed scarcity, reformulations dressed as innovation). This is the part a retailer site physically cannot have.

Independence

We earn nothing from any review or verdict. When we add buy links via the Awin affiliate network, they'll be clearly marked and optional, and DRAMFINDER verdicts will never change because of them. If we ever recommend a bottle we have a commercial interest in, we'll say so on the page.

DRAMFINDER

Independent whisky decision intelligence. Data refreshed regularly. Methodology subject to refinement; changes will be noted here.