Key Takeaways:
- Alexa for Shopping, Amazon’s AI assistant formerly called Rufus, showed roughly 60% higher conversion among the shoppers who used it around Black Friday, according to e-commerce network leader Aaron Conant.
- Returns fraud and mishandling can turn a completed sale into a loss, making returns oversight as important to profit protection as advertising spend.
- Amazon’s shrinking FBA inventory limits mean stockouts now damage both immediate revenue and long-term search ranking, a problem inventory-backed financing can help offset.
Amazon sellers are managing three profit leaks at once this year, and most of them are invisible until the numbers come in. Aaron Conant, who runs the e-commerce networking group BWG Connect and holds roughly 1,000 brand conversations annually, laid out the pattern on the Oct. 30 episode of “Monetizing Your Mental Capital,” a podcast hosted by Will Christensen and sponsored by Seller Labs. The conversation, posted to YouTube, covers AI-driven product discovery, returns fraud and inventory shortfalls, three forces Conant said are changing how sellers protect margin.
Is Alexa for Shopping Actually Changing How Products Get Found on Amazon?
Amazon’s shopping assistant, renamed Alexa for Shopping after launching as Rufus, is becoming part of how customers decide what to buy. Conant cited data from around Black Friday showing that roughly 30% of shoppers used the tool, and those who did converted at a rate approximately 60% higher than shoppers who didn’t. He described the figures as his recollection from Amazon’s reporting, not an independently audited statistic.
Host Will Christensen pushed back, saying he hadn’t been impressed by Rufus results in his own listings. Conant responded that industry insiders tend to be more critical of AI tools than typical shoppers, who generally trust the answers an assistant provides. He added that Amazon has always aimed to surface the product a shopper is most likely to buy quickly, not necessarily the best available option.
Conant compared optimizing content for large language models today to keyword stuffing on Google back in 2006: an early, unsettled discipline where the rules are still forming. He said sellers managing 50 to 70 SKUs can realistically test changes to their listings, while a seller managing 18,000 SKUs faces a much harder coordination problem. Enterprise brands frequently need procurement approval and IT rollout before testing a new tool, he said, while mid-size sellers can act for comparatively little money.
AI-visibility tracking tools are emerging to help brands monitor how they appear in AI-generated answers. Conant named Stackline, Azoma and Profound as examples, estimating entry-level enterprise pricing between $5,000 and $7,000 a month, or $60,000 to $100,000 annually, though he said that estimate reflects his own assessment as of April 2026 and varies by how many AI systems a brand tracks.
Why Returns Deserve the Same Budget Scrutiny as Advertising
Returns rarely get the same line-item attention as ad spend, yet Conant said fraud and mishandling inside the returns process quietly convert completed sales into losses. Some customers mark items as opened simply because they opened the outer shipping box, not the product itself, he said, while genuinely resalable inventory sometimes ends up liquidated through warehouse deals instead of being returned to active stock.
Sellers considering a dedicated returns-management partner, such as Axiom Prep, which Conant said his network is currently vetting, should weigh partner fees against the specific losses they’re trying to recover. Before signing with an outside provider, sellers should first audit return reasons, product condition on arrival, and how long returned stock takes to become sellable again. That internal review often reveals repeatable leaks a partner alone won’t fix.
How Much Does a Stockout Really Cost an Amazon Seller?
A stockout costs more than the sales missed while a listing sits empty. Conant said Amazon has been shrinking its FBA storage footprint, particularly around holidays, pushing more sellers into involuntary stockouts. Once a listing goes dark, he said, its search ranking falls, and rebuilding that position after restocking typically requires new advertising spend.
For sellers whose capital is tied up in inventory sitting inside FBA, asset-based financing, such as the lending Conant said eCapital offers, can free up cash for replenishment since banks generally won’t lend against inventory they can’t access directly. Christensen noted that his own stockouts usually trace back to capital constraints, with carrying costs and tariffs deducted at the dock squeezing available cash. Planning replenishment ahead of demand remains less costly than scrambling to recover a listing’s rank after the fact.
Why TikTok Shop Sales Matter for Amazon Rank
Conant said the current pattern his network tracks shows one TikTok Shop sale driving roughly three additional purchases on Amazon, since many shoppers still hesitate to complete checkout directly within TikTok. He recommended sellers direct a portion of their Amazon media budget toward TikTok, noting boutique TikTok agencies can run around $3,000 a month, while cautioning sellers not to expect the same return on ad spend TikTok delivers compared with Amazon.
What Should Amazon Sellers Do Next
Visibility, returns oversight and inventory planning aren’t separate problems; they draw from the same margin. Conant’s core argument is that smaller sellers can test changes to all three faster than enterprise competitors waiting on internal approval, giving them a real window to close these leaks before the next earnings cycle. The full conversation is available on YouTube.
(Note: AI assisted in summarizing the key points for this story.)