91% of brands are invisible to AI shopping agents

Your products,
visible to AI agents

Lumio audits your product catalog, scores every product for AI readiness, and enriches the gaps — so ChatGPT, Perplexity, and Google AI Mode actually recommend your products.

Free for up to 50 products — no credit card required
app.lumio.ai / ai-readiness-audit
AI Readiness Score
Your catalog: 19/100
Needs attention
Title quality
32
Description density
15
Schema completeness
8
Identifier coverage
44
Conversational fields
2
Availability precision
61

From invisible to recommended in four steps

STEP 01

Connect your catalog

Paste your store URL. Lumio reads your catalog — titles, descriptions, metafields, variants, images.

STEP 02

Get your AI score

Every product scored 0–100 across six dimensions. Lumio names what's missing and why AI agents skip the catalog today.

STEP 03

Enrich with AI

Lumio generates titles, descriptions, Q&A pairs, usage scenarios, and schema markup — tuned to what AI agents reward.

STEP 04

Deliver everywhere

Enriched data pushes to Google Merchant Center, Shopify metafields, and JSON-LD on your pages — automatically.

Feed tools move your data. Schema apps format it.
Lumio fixes it.

Lumio enriches the catalog before it flows to Google Shopping, TikTok Shop, or your own storefront. Lumio makes the data worth distributing.

Move data
Feedonomics, DataFeedWatch
Format data
Schema App, JSON-LD apps
Fix the data
Lumio

The gaps AI agents penalize

Title restructuring

Rewrites vague titles into the [Brand] + [Type] + [Attribute] + [Variant] pattern AI agents parse reliably.

Description enrichment

Expands thin copy into attribute-dense, intent-aware content that answers the questions AI shopping agents ask.

Q&A pair generation

Creates 5–10 product-specific question/answer pairs per product using Google's conversational commerce schema.

Competitive benchmarking

Crawls competitors winning in AI search results and names the attributes they have that the catalog doesn't.

Schema.org markup

Injects complete Product, Offer, and Review JSON-LD into your pages — the threshold for Perplexity and ChatGPT indexing.

Supplemental feed

Pushes enriched attributes to Google Merchant Center as a supplemental source — patches the feed without replacing it.

50M+
AI shopping queries daily
91%
Brands invisible to AI agents
$180B
AI commerce revenue 2026
+40pts
Avg. score improvement

Pricing that scales with the catalog

Every plan includes AI Readiness scoring and gap reports. Upgrade for enrichment, delivery, and competitive benchmarking.

Free
$0

Score up to 50 products and see where your catalog stands.

AI Readiness Score (7 dimensions)
Per-product gap reports
JSON-LD CSV export
Up to 50 products
Get started free
Professional
$99/mo

Full enrichment and JSON-LD delivery for growing brands.

Everything in Free
AI content enrichment
JSON-LD delivery to Shopify
Enrichment feedback loops
Voice rules synthesis
Up to 500 products
Get started
Elite
$349/mo

Analytics, benchmarking, and depth for serious catalogs.

Everything in Professional
GA4 + agentic traffic analytics
Competitive benchmarks
Brand RAG uploads
Up to 5,000 products
Get started

See what AI agents see

Get a free AI Readiness Score for up to 50 products. Lumio names where AI shopping agents skip the catalog and what to fix first.

See your AI Readiness score
Free for up to 50 products — no credit card required