How should AI visibility be measured and improved?
This is a question about recurring observations, source context and the workflow that follows a gap.
SCRUNCH ALTERNATIVES
Evaluating Scrunch means making two decisions: a visibility stack choice and an agent-experience architecture choice.
01 / TWO DECISIONS
This is a question about recurring observations, source context and the workflow that follows a gap.
This is a question about a parallel representation or an integrated site infrastructure model.
02 / AXP
Scrunch describes AXP as a parallel AI-optimized representation of a site at the edge/middleware layer, while human visitors continue to receive the existing human experience. Its help material says no site redesign is required.
Scrunch AXP Help · Primary source · Checked September 2026 →03 / ARCHITECTURE CHOICES
04 / FIT
05 / DO NOT REDUCE IT
Scrunch’s public AXP documentation says it does not rely on llms.txt by default. Agent readiness also concerns readability, structure, permissions and defined action interfaces.
06 / ELI THESIS
BUYER QUESTIONS
No. Its published AXP material describes an agent-experience layer as well as the AI visibility context.
AXP is described by Scrunch as a parallel AI-optimized representation of a site for AI agents while the human site remains in place.
Scrunch’s AXP help describes a separate agent representation while the existing human experience remains. Verify implementation details with Scrunch.
An analytics stack, an AEO intelligence/automation stack or an integrated website infrastructure model are different architectural choices.
No. Eli’s thesis is an adaptive website operating loop for human buyers and increasingly authorized agent actions, where supported.
No. It can be useful context but does not replace readable structure, permissions or defined action interfaces.
SOURCES AND METHOD
These links support the external product and platform references on this page. Eli publishes this comparison; verify critical requirements directly with each provider.
CONNECT YOUR WEBSITE
Start with the evidence, website structure and action boundaries that a human or an authorized agent can actually use.
Check how agent-ready your website is