More AI traffic. More revenue. Start with 10 products free.
Envive enriches your catalog based on 1 million+ real shopping questions, so ChatGPT, Perplexity, and Claude actually recommend you. See guaranteed improvement on your first 10, then deploy across your entire catalog.
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What it does
Enrichment built on real customer behavior

Most enrichment tools guess what AI needs. We know.
We've answered over 1 million real questions customers ask across ecommerce—from product comparisons to use-case queries to compatibility concerns.
We simulate how AI shopping assistants (ChatGPT, Google, Perplexity) would answer questions about your products using your current data. You see exactly which questions surface your products and how AI responds today.
We simulate how AI shopping assistants (ChatGPT, Google, Perplexity) would answer questions about your products using your current data. You see exactly which questions surface your products and how AI responds today.
- See the simulated questions customers ask
- Understand how AI answers with your current data
- Know exactly what enrichment changes—and why
- Track improvements in discoverability and response
quality
Enrichment isn't about adding more data—it's about adding the right data based on how customers actually search.
Why you need it
Why enrichment matters for agentic commerce
Why enrichment matters for agentic commerce
If AI doesn't understand your catalog, it can't surface it — no matter how good your product is. That means lost traffic and lost sales to competitors who show up instead.
Built on 1M+ real shopping questions
Other enrichment tools guess what matters. We've answered over a million actual customer questions—so we know exactly what AI needs to surface your products.
Simulation you can see
We show you the simulated questions, AI responses, and enrichment recommendations. Understand exactly what's driving discoverability—no black box.
Deployed for you—faster time to revenue
We push enriched data directly to your feeds, ChatGPT, and Google. No engineering backlog, no spreadsheet handoffs. You're capturing AI-driven traffic while competitors are still planning.
Pricing
Start free. Scale when it works
Start with a free
10-product enrichment
- We enrich 10 products from your catalog
- See simulated questions and AI responses
- Get the enriched output, not just a report
- No engineering work required
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This free enrichment is designed to preview how AI sees your products—and what's missing.
Ongoing catalog enrichment pricing
After the free enrichment, teams continue with monthly catalog enrichment based on SKU count.
Under 200 SKUs
$2,000 / month
200–1,000 SKUs
$5,000 / month
1,000+ SKUs
Starting at $7,500 / month
Designed for teams building infrastructure for agentic commerce.
The goal isn't better metadata. It's more revenue.
Welcome to agentic commerce—where AI assistants are becoming the new storefront. When customers ask "what's the best sunscreen for sensitive skin" or "wine glasses for beginners," your products need to surface—with answers that convert.
Discoverability
Surface for the queries customers actually ask
Traffic
Get clicked in AI-driven search results
Revenue
Convert with complete, persuasive answers
THE OUTCOME
What gets enriched
Your catalog becomes structured, consistent, and AI-readable.
We enrich the attributes that determine whether your product gets found and purchased—based on 1M+ real customer questions.
- Product attributes (size, material, use case,compatibility)
- Category and subcategory alignment
- Descriptive context for how and when a product
is used - Consistent structure across your catalog
- Question-gap coverage: attributes identified from simulated queries your current data can't answer
Early Access
Ready to see how AI sees your products?
Get your free 10-product enrichment and see exactly where you're losing discoverability—and how to fix it.
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