ApproveShield

Automate refunds only when you trust the score

by Kovotic Labs LLC · Launched: May 2026

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About ApproveShield

A static rule engine (Zapier/Make) can gate a refund on a fixed threshold but cannot reason across context—order history, fraud signals, customer LTV, and policy nuance—to generate a confidence-scored recommendation with human-readable justification. An LLM agent dynamically weighs multi-dimensional Merchants distrust fully autonomous AI agents for sensitive operations like refunds, blocking adoption of agentic commerce features despite them working correctly. Key capabilities: Secure authentica Secure authentication with Shopify OAuth AI-powered analysis — intelligent decisions without manual rules Fully customizable — set your own rules and thresholds Secure data storage with full audit history Visual dashboard — see everything at a glance Show more Show less

Last verified: July 22, 2026 · Fresh