# AI commerce agents that actually move revenue

Beyond chat widgets. Five categories of AI agents that materially impact conversion and ops.

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Michael Chen · March 28, 2026 · AI

Most "AI in commerce" stories are chatbots in a trench coat. Here are the five categories of agents we actually deploy that move the needle.

1. Merchandising agents
Continuously rerank collections based on inventory, margin, and behavior. Replaces a category manager's daily work.

2. Support agents
Resolve order status, returns, and product questions end-to-end — not just answer FAQs. Average resolution time drops 70%.

3. Ops triage agents
Watch the order pipeline, flag exceptions, and auto-resolve common ones (address fixes, payment retries, split shipments).

4. Catalog enrichment agents
Generate, translate, and QA product copy + attributes from your source data. Catalog launches drop from days to hours.

5. Experimentation agents
Run continuous A/B tests on copy, layout, and offers. Promote winners automatically.

The pattern: agents that own a workflow end-to-end, not features bolted onto your existing tools.

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Editorial essay, not a verified results claim. [Book a commerce assessment](https://www.commercesolutions.io/book-call?intent=assessment)