The Value Creation Score

There is no Value Creation Score yet. No number, no calculator, no methodology in a locked drawer. This page exists to say what one would have to satisfy before it gets published, written down in advance so it can be held against me later.

What it would be

One comparable measure of a digital property, built from five dimension scores rather than replacing them:

Illustration of the shape only. These are not measurements of any real property.

  • Discovery78
  • Authority61
  • Commercial Intent84
  • AI Visibility73
  • Monetization55

Value Creation Score72

The dimension scores are the useful part. The composite is a convenience for comparing two properties quickly, and it is also the number most likely to be quoted out of context, which is a good reason to be slow about publishing it.

Why it is not published yet

The inputs are not stable

Several signals in the signal inventory are measured well today: crawler requests by vendor and purpose, impressions, clicks, query-to-page association, indexation. Others are not measured consistently at all yet, particularly on the monetization side, where a lead has a different value on every property and "revenue per visit" means nothing on a site with no product. A score that silently substitutes a guess for an unmeasured input is worse than no score, because the guess inherits the credibility of the measured parts.

Weighting is a claim, not a formula

Deciding that commercial intent counts twice as much as discovery is an assertion about how value works. It needs support. The only support I would accept is outcome data: properties whose actual sale prices, lead volumes, or revenue can be compared against what the score said beforehand. That takes a set of real outcomes, over time, including the ones where the score was wrong.

A score with no way to be wrong is marketing

Every scoring product in this industry has the same failure: it produces a confident number with no mechanism for being disproven. If a property scores 82 and then sells for a quarter of what a comparable 60 sold for, that has to be recorded as a miss, in public, and the weighting has to change. Without that loop it is not a measurement. It is a badge.

What has to be true before a number ships

  1. Every input signal is measured the same way on every property, from a named source, with a documented definition of what counts.
  2. Missing inputs reduce confidence explicitly rather than being filled in with a default.
  3. The weighting is published in full, including the reasoning and the evidence behind it.
  4. There is a written record of predictions and outcomes, including the misses.
  5. Someone with access to the same data could reproduce the number.

Number four is the one that takes the longest, and it is the only one that makes the rest mean anything.

Why say all this now instead of when it is ready

Because a through line is itself a receipt. A claim first made on the day the product launches is worth very little. The same claim, made before there was anything to sell, and still standing years later with the misses left in, is a different kind of evidence.

So: no score today. The signals it would be built from are listed in the open, the framework they sit in is written down, and this page will be updated when any of that changes, including if the whole idea turns out not to work.