LEARN

One Position Per Page

A luminous central prism surrounded by transparent boundary frames; openings only where conditions align, symbolizing clear judgment and its applicable boundaries
Clear judgment and rigor are not conflicting; applicable boundaries can be clearly defined by stating conditions where the judgment holds and does not hold

IN ONE SENTENCE

What gets cited is a judgement that can be lifted directly; a page arguing both sides offers neither a quotable conclusion nor an action.

What gets cited is a judgement that can be lifted directly. A page saying A has merit and B has merit without choosing gives a crawler nothing to quote and a reader nothing to do.

OUR POSITION

A clear judgement and rigour are not in tension. State the judgement, then state the conditions under which it holds and the conditions under which it does not — which is more rigorous than withholding it, because it also defines the boundary.

01

Three typical forms of hedging

Ending on 'it depends' without saying on what. The reader gets no basis for a decision.

Listing every approach flat and calling each one advantageous. That pushes the judgement cost back onto the reader.

Substituting 'the industry generally believes' for your own view. Second-hand consensus is not a judgement, and in this field the general belief frequently has no evidence.

02

Stating a judgement without losing rigour

Lead with the judgement: we recommend doing this, or we recommend not.

Then the conditions under which it holds. 'Fix the crawl layer before content' presumes the crawl layer is actually broken, and that logs can show it.

Then a counter-case: when the judgement does not apply. Writing the counter-case raises credibility rather than lowering it.

03

The knock-on effect on quality

A page with a position is hard to write thin, because a position needs reasons and conditions — and those are substance.

Conversely, the standard failure in bulk production is every page repeating the same positionless generalities, which ends as rephrasing.

Sources

  1. [1]GEO: Generative Engine Optimization．Aggarwal et al., KDD 2024．2024

Updated 2026-08-10