Private beta — invite-only access is open, free credits for early builders Request Invite
Back to Blog

Why We Publish Our Scoring Weights

Most keyword tools hide their formulas. We put ours in the docs — here's the reasoning, and what our numbers can and cannot tell you.

wordradar
Why We Publish Our Scoring Weights

Every keyword tool gives you a difficulty score. Almost none of them will tell you how it's computed. You're asked to trust a black number, calibrate your instincts against it over months, and bet domains on it.

We think that's backwards — especially for the kind of player wordradar is built for.

The indie SEO bet is asymmetric

If you run a portfolio of small sites, you don't need a score that's right in absolute terms. You need one that's comparable and explainable: is this SERP weaker than that one, and why. A free-hosted subdomain ranking top-3 is a signal you can act on regardless of what any vendor's 0-100 scale says.

So proxy-kd is fully published: base 50, free subdomain -12, UGC -8, video -6, wiki -5, major brand +15, deep page -4, shallow +3 — the whole table, with honest caveats, versioned in a public-facing docs page that our tests lock to the code.

What the number can't tell you

  • The weights are uncalibrated against any proprietary vendor. They encode observed SERP weakness patterns, not a regression on someone else's "true" difficulty.
  • A first-seen date is when a word entered our corpus — usually days-to-weeks before meaningful volume, but not a guarantee of anything.
  • Trends risers are cached snapshots with a timestamp, not a live feed.

We'd rather you know exactly how the sausage is made and push back when it tastes wrong — methodology bugs get priority in our issue tracker.

The rest of the radar

The ledger behind it is the other half: a million-word suggest corpus with first-seen dates, type classification (new / re-spiking / evergreen), direction tags, and a site-matching column that answers "which of my sites should own this word". Plus an HN new-site radar, domain timelines, and the Stripe referral leaderboard — all queryable over REST and native MCP.

Beta is invite-only for now. If that's your kind of game, request access.

Tags:#methodology#seo