David Valencia

Applied LLM Research

Category

LLM Discoverability

LLM Discoverability is the moment an AI system decides a website is the right destination for a user ready to act.

It is the outcome layer where a model moves from understanding a website to recommending it.

Framework

What discoverability actually covers.

Discoverability is not about being present in the model’s awareness. It is about becoming the destination the model selects when the user is ready to act.

Recommendation moments

Discoverability happens when a user crosses from gathering information into choosing where to go, buy, book, or contact.

Outcome alignment

A model recommends the site that best fits the user’s desired outcome, not necessarily the site with the most generic relevance.

Decision confidence

Recommendation depends on whether the model has enough confidence in the website to route a user there instead of staying inside the chat.

Start Here

Begin with the category definition.

Start with the definition, then move into the outcome model and the live research that shows what recommendation behavior looks like in practice.

Foundation

What Is LLM Discoverability?

Discoverability is not whether the model can see a website. It is whether the model recommends it when a user is ready to act.

· 3 minute read

Read the article

Why It Matters

  • A website can be visible to a model and still fail discoverability if the model does not see it as the right answer.
  • Discoverability is the outcome layer where structure, visibility, and trust are tested in a real recommendation moment.
  • If a model is not willing to route users to a site, that site has not earned discoverability yet.

Evidence

Theory and research that support the category.

One essay explains the outcome model. The research shows what recommendation behavior looks like when tested against a live website.

Framework Path

Where discoverability sits in the larger model.

Discoverability is the last step. It only happens after a site is structurally legible and visible enough for the model to trust.

Step 1

LLM Structure

Structure gives the model a machine-readable version of the website to work from.

Explore LLM Structure

Step 2

LLM Visibility

Visibility determines whether the model can parse, understand, and verify what the website is claiming.

Explore LLM Visibility

Step 3

LLM Discoverability

Discoverability is the point where the model decides the website is the right destination for the user.

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Archive

All LLM Discoverability writing.

Category essays, theory, and research on how websites become the destination a model recommends.

  1. Foundation

    What Is LLM Discoverability?

    · 3 minute read

    Discoverability is not whether the model can see a website. It is whether the model recommends it when a user is ready to act.

    Read more