Thanx, the guest engagement and loyalty platform for growing restaurant brands, today announced RecoveryAI, an AI agent that automatically recovers guests who have a bad first-party digital ordering experience, in the moment it happens. Priced entirely on outcomes, RecoveryAI is the first time restaurants can turn guest recovery from a service cost into a revenue channel that scales with every order.

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When a guest’s first-party digital order goes wrong, RecoveryAI responds in real time with a personalized apology and reward. It recovers the guest before they walk away.

When a guest’s first-party digital order goes wrong, RecoveryAI responds in real time with a personalized apology and reward. It recovers the guest before they walk away.

Restaurant growth in 2026 is constrained by traffic, and the cheapest growth available is the guest a brand already has. When a digital order goes wrong, that guest usually leaves without a word, and the restaurant spends more to acquire a replacement. Recovering that guest is the highest-return growth opportunity in many businesses. It has simply never been something a restaurant could operate at scale, because it depended on people responding to problems in real time while juggling other tasks.

“The biggest growth opportunity in most restaurants is the guest who just had a bad experience and is about to leave. They already chose you once, and earning that next visit costs a fraction of finding someone new. The problem has always been that recovery depended on someone catching the moment, and no growing brand can staff for that. RecoveryAI turns that moment into a revenue channel that runs on its own.”

— Zach Goldstein, Founder and CEO, Thanx

The behavior is well documented. Across more than two million guest interactions on the Thanx platform, a same-day resolution with the right gesture lifts 30-day return rates by 29 percent.

RecoveryAI recovers those guests automatically, in the moment an order goes wrong. Because it is built natively inside the brand’s loyalty platform, it already knows each guest and tailors the response to the individual using the brand’s own voice. Because brands pay only when a guest actually returns, the channel scales with order volume while cost stays tied to results.

“For years, guest recovery has been a cost center operators funded on faith. RecoveryAI changes that. Brands pay only when a guest actually comes back, which makes it less like buying software and more like the most efficient acquisition channel in their stack.”

— Zach Goldstein, Founder and CEO, Thanx

RecoveryAI is the second AI product Thanx has brought to market in less than seven months, following SegmentAI. RecoveryAI is rolling out to Thanx customers now.

About Thanx

Thanx is the leading loyalty and guest engagement platform built for restaurants. We help brands drive profitable growth by increasing guest frequency, growing direct sales, and reducing reliance on discounts. Thanx unifies loyalty, digital ordering, and marketing automation into one platform designed to turn first-time guests into regulars and deliver measurable business outcomes. Headquartered in San Francisco, Thanx was founded in 2011.

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