Why this matters now

The shopper is no longer only human

Until recently, the person who needed a product and the entity that went out to find it were the same human. AI agents have changed that. Your buyer still decides what they need; the algorithm increasingly decides where the search begins. This is the Shopper Schism®.

01

Mainstream behaviour

AI agents are now routine for premium-purchase research. Buyers consult them before retailers and comparison sites.

02

Visibility compounds

Brands with a structured, machine-readable presence today accrue weight in tomorrow's models. Brands that are absent reinforce their absence.

03

Comparison wins

AI agents do the comparison work that used to take buyers a weekend. Brands that win the algorithmic comparison layer take disproportionate share.

How the test works

From URL to diagnostic in four steps

You give us your brand URL. We run a calibrated subset of the proprietary Algorithmic Readiness Audit, scored against the Four Ds Framework, applying our proprietary scoring rubric. You receive a Stage 1 diagnostic by email, typically within 24 hours.

Step 1

Submit

Enter your URL and email below. Takes 30 seconds.

Step 2

Audit

Our pipeline scores your site against the Four Ds: Data, Discoverability, Decision clarity, Delivery.

Step 3

Receive

A Stage 1 diagnostic delivered to your inbox.

Step 4

Decide

Read the findings and decide whether to engage further.

What the test measures

A diagnostic built on the buying-side theory

The Algorithmic Visibility Test is a calibrated Stage 1 of the Algorithmic Readiness Audit, scored against the Four Ds Framework: Data quality, Discoverability, Decision clarity, and Delivery reliability. It measures how readily an AI agent can find your brand, weigh it against the alternatives, and choose it.

The rubric is grounded in a published body of academic research on agentic commerce, the same buying-side theory that defines the Shopper Schism and derived from The Algorithmic Shopper (TXu 2-507-027). You receive a clear read on where the gaps are and what moves the needle. See the frameworks and the research behind it.

The diagnostic

Run the Algorithmic Visibility Test

Free. 60 seconds. Stage 1 diagnostic emailed to you, typically within 24 hours.

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What happens next: you receive a confirmation email immediately, then your Stage 1 ARA diagnostic within 24 hours. No credit card. No follow-up calls unless you tick the optional box above.