Attributes for Agentic Commerce

AttributeIq: Webstore audit

Humans buy on sight. Agents recommend on facts.

A shopper is convinced by a photo. An AI agent can only recommend what it can read — structured, complete, verifiable attributes.AttributeIQ makes your catalogue legible to the machine.

See the difference
SKU scan
Attributes
Evidence
Gap flags
Human vs agent

sight sells to people. facts sell to agents.

AttributeIQ closes the gap between what a shopper sees and what an AI can read.

The human shopper

Buys on visual cues

Photography, model shots, lifestyle scenes — the emotional, at-a-glance signals that sell to a person.

The AI agent

Recommends on structured facts

Size, fabric, colour, fit, care, occasion — the complete, consistent, machine-readable fields it needs to trust and cite you.

Sight

AttributeIQ

the bridge

Facts

humans
see

agents
read

What AttributeIQ does

Catalogue legibility, at SKU scale

Scan, compare, and flag — so agents can recommend what they can verify.

01

Scans every SKU page

Reads each product page across your webstore and marketplace listings — at catalogue scale.

02

Compares fields to the product

Checks the attributes on the page against the actual product to find what's missing or inconsistent.

03

Flags the gaps with evidence

Surfaces each missing or mismatched field — size, fabric, colour, fit — with the proof behind it.

Runs inside HyGaarGEO or standalone. A machine-readable catalogue is what gets your products recommended in AI search.

How it works

From scan to evidence

Three steps. Your catalogue once — then agents can verify what they recommend.

  1. Scan

    01Scans every SKU page

    Reads each product page across your webstore and marketplace listings — at catalogue scale.

  2. Compare

    02Compares fields to the product

    Checks attributes on the page against the actual product — what's missing or inconsistent.

  3. Flag

    03Flags the gaps with evidence

    Surfaces each missing or mismatched field — size, fabric, colour, fit — with the proof behind it.

Get started

two ways to work with us

Same platform, Same agents, Same output quality. You choose who runs it.

Option B · Fully managedPopular

HyGaar Studio

Hand us the catalogue and the GEO fixes. Our team runs generation and optimisation for you.

What will you get

  • 01
    Hand over the catalogueSend the CSV → we take it from there
  • 02
    We run generation and fixesCreative production + GEO fixes
  • 03
    Fully managed serviceYou review and approve the output

Make every SKU legible to AI agents

Same product. Inside HyGaarGEO or standalone.

Method 1

Inside HyGaarGEO

Run AttributeIQ in the GEO stack you already use.

Method 2

Standalone

Use AttributeIQ on its own — same catalogue legibility.

Explore HyGaarGEO