Solutions
Production-grade solutions that turn our open-source packages into deployable AI systems for specific business problems. Pick one, follow the DIY tutorial to see how it's done, download the examples and deploy them on your own infrastructure — for free — or tell us which ones you want customized and deployed.
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agnostic-return-reason-agent
The operations manager at a $5M DTC brand spends 3+ hours daily manually reviewing return reasons and applying store policy to decide refunds, replacements, or RMAs. This delays processing and frustrates customers who expect instant resolution. The manual process also leads to inconsistent decisions, eroding trust and increasing chargebacks. Margin pressure means every minute of human support cuts into already thin profits.Automate refund/RMA decisions from return reasons in seconds, not hours.