
Answer a supply disruption with a cited list of compliant alternative suppliers, while the ERP stays in place.
Stop marketing emails from promoting products a shopper cannot buy in their size.
Checks that every product a marketing email recommends is sellable in the shopper's size before the email goes out.
Checks each recommended product is in stock in the right size, swaps or suppresses it, and adds a one-tap checkout link.
A marketing email that recommends a product the shopper cannot buy in their size wastes the send and frustrates the customer. The recommendation is chosen for the shopper, and nothing in the send checks it against what is actually in stock.
A Databricks model picks products for each shopper. Before Bloomreach sends the email, Greenlight checks each pick against inventory through Ekyam, which brings inventory data into one layer. The build also uses Kafka and Neo4j, and runs on Google Kubernetes Engine and Cloud Run.
If the pick is sellable in the right size, Greenlight mints a one-tap Shopify checkout for it. If not, it swaps in an in-stock alternative, and if nothing is sellable, it stops the send.
Watch the demo (recorded by the Ekyam team for the hackathon).
Ekyam is behind this solution. Ask about keeping campaign emails to products shoppers can buy, and the MACH Alliance will put you in touch with the person who can answer.
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Answer a supply disruption with a cited list of compliant alternative suppliers, while the ERP stays in place.

Let shopping agents offer the right incentive without blanket codes that give away margin.

Keep hesitating shoppers by responding in the same session, not in a batch email after they leave.
Contributor submission
The detail on this page comes from the contributor's own account of their own work. The MACH Alliance reviews a submission before publishing it and does not independently verify the figures in it.
What this page does not establish
Where this came from
Written from the team's summary, platform list, and demo video in the demo album for Bloomreach's Composable AI Hackathon 2026.
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