
Catalog teams manage their product data in plain language, and nothing changes without their approval.
One solution can credit several organizations. The MACH Alliance is excluded from the count.
Three solutions running in production, and what changed.
A shopping assistant that lifted conversion 25%, taken from a split test to all traffic.
Purchase order handling fell from about 8 minutes to under a minute, freeing roughly 267 hours a month.
Campaign setup is 75% faster and coupon generation 99% faster, with no developer involved.
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Catalog teams manage their product data in plain language, and nothing changes without their approval.

A shopping assistant that lifted conversion 25%, taken from a split test to all traffic.
Shoppers see relevant products from sister brands without being redirected off the site they are on.

Shoppers who engaged converted 35.2% higher over Black Friday weekend, with revenue per visit up 39.8%.
Migration mapping that ran 6 to 9 months now finishes in hours, with the write-up produced alongside.
Content operations for more than 16,000 users across multiple agencies, with 90% of metadata creation automated.

Media teams run bulk library work in plain language, and nothing sensitive changes without their approval.

Gift shoppers who cannot phrase a keyword search get a curated recommendation out of a conversation instead.

Call to action clicks rose 274% and lead conversions 190%, with more configurations completed.

Shoppers describe the room they are furnishing and get the right fixture back.

100 product descriptions in 30 minutes, against 100 a day by hand.

Product and content teams delegate catalog-wide enrichment and copy to a governed agent team instead of working SKU by SKU.

One assistant replaced search and support across three business units, raising click-through 14%.

Campaign launch time fell about 75%, with 15% more conversions than the ads already running.
Demo catalogs that took days of sourcing arrive in minutes, with imagery and a mapping into the target system.
Shoppers get an answer on the product page in under a second, grounded in documents the brand controls.
A stated goal becomes a finished look, so a shopper who cannot phrase a query still gets a usable answer.

About 21% higher watch engagement against a holdout group, and open rates up about 40%.

Campaigns that took 4 to 6 weeks now go live in days, with personalized variants up from one or two to more than 20.

Add to cart rose nearly tenfold among engaged shoppers, measured against a control group.

Merchants launch customizable products by describing them, and shoppers design a product without learning a tool.
We've had 100,000 customer reviews on our website for years. As part of the MACH AI Exchange at MACH X, we finally made them useful.

The Agent Solutions Hub is a curated collection of real agentic solutions, published by the MACH Alliance as part of the Agent Ecosystem. Every entry carries the problem it addresses, what changed as a result, how it is built, and, where the contributor offers it, the code to go build it yourself.
Put your agentic solution in front of the enterprise leaders who use the hub to decide what to build next. Submissions are open to MACH Alliance Members, Collaborators, or Ambassadors.