98%
Faster catalog enrichment
Products go live in hours, not weeks
97%
Reduction in manual cleanup
fixing the same issues repeatedly
40%
Fewer downstream errors
Fewer feed rejections, returns, and compliance issues
More of out prestigious clientele
Case Studies
Built for real-world parts commerce, where mistakes are costly.
What These Deployments Prove
Yours might be one soon in production
Evaluation is continuous
Manual cleanup is no longer the bottleneck
Outputs are trusted
Handle messy, real data
What are Catalog Agents
AI agents that continuously evaluate, correct, and enhance product catalogs using structured reasoning — not one-time enrichment.
How Catalog Operations Change
Yours might be one soon in production
Before:
Manual Cleanup & Reactive Fixes
What breaks
Repeated manual fixes
Inconsistent taxonomy and attributes
Brand fragmentation
Errors discovered too late
After:
Continuous Evaluation with Catalog Agents
What changes
Issues are detected automatically
Corrections happen upstream
Catalogs stay clean over time
Teams stop firefighting
What Catalog Agents Actually Do
Yours might be one soon in production
Continuously evaluate product correctness and completeness
Fix taxonomy, attributes, and structure automatically
Normalize brands and resolve duplicates
Enhance raw inputs into human-readable productunderstanding
Flag ambiguity and escalate only when needed
Catalog Agents are the foundation. Everything else depends on them.
Integrates with Your Existing Stack
No rip-and-replace. Deploy in weeks, not quarters.
Trust, Verification & Safety
Every output from Catalog Agents is:
Evaluation is continuous
Manual cleanup is no longer the bottleneck
Outputs are trusted
Handle messy, real data
FAQs
Frequently Asked Questions
Yours might be one soon in production
Is this just enrichment?
No. Catalog Agents continuously evaluate and correct catalogs over time.
Do you replace our PIM?
No. Catalog Agents sit upstream and improve the data flowing into your PIM and channels.
What data sources do you use?
Vendor feeds, PDFs, spreadsheets, images, and unstructured text.
How long does deployment take?
Typically a few weeks, depending on data sources and scale.
Is this safe for production catalogs?
Yes. It’s designed for high-scale, high-impact commerce environments.
If you want catalogs your team can trust, you need continuous evaluation —not more cleanup tools.
See it on real data →