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The Suvenna blog
Notes on AI support, Shopify operations, and building automation merchants can trust.
Why AI support agents hallucinate refunds, and how to build one that can't
Most AI helpdesks improvise when they don't know the answer. Here's the architecture that makes fabrication impossible instead of just unlikely.
July 14, 2026 · 7 min read
The true cost of per-resolution pricing
A dollar per resolution sounds fair until you do the math on a growing store. How the success tax works, and what merchants actually end up paying.
July 12, 2026 · 6 min read
The 7 support metrics that matter for Shopify stores
First response time, resolution rate, QA score, and four more numbers that predict whether support is helping or hurting your repeat-purchase rate.
July 10, 2026 · 8 min read
How to write store policies an AI can actually follow
Your return policy was written for lawyers. Here's how to restructure it so an AI agent can apply it correctly, with examples you can copy.
July 8, 2026 · 6 min read
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