Scott Needham is the Founder of SmartScout. An Amazon software developer for 10 years his company BuyBoxer has done over $300m in sales on Amazon. Scott has accumulated a deep knowledge about selling product online, and in the podcast he shares his knowledge with you to help you become a better Amazon seller.
Episode 340 - How to Rank #1 in Amazon's AI Shopping Results
Andrew Bell, VP of Research at ReFiBuy, joins the podcast to share what it actually takes to rank #1 in Alexa for Shopping, Amazon’s AI shopping assistant, drawing on ReFiBuy’s study of 100,000 shopper prompts.Every seller wants position one, but in Amazon’s AI shopping results, “#1” works differently than it does in search. Alexa for Shopping groups products into themed “semantic shelves,” so a product can rank first on the shelf that matters most to its buyers without topping the overall answer. And with no Alexa-attributed sales reporting yet, most sellers are guessing at what moves them up.Andrew breaks down how Alexa for Shopping builds its rankings: it fans out multiple Amazon searches to pull in a pool of products, then re-ranks them based on context. That makes Amazon SEO the entry ticket, not a thing of the past. He shares the ranking factors from the study, including the 4.0-star rating floor products need to compete, why 53% of product rationales cite a specific use case, and why item name and item highlights carry so much weight in the re-ranking.He also explains how to map Search Query Performance reports to customer missions to win the right shelves, why sponsored prompt reports are the best way to measure results today, and which off-Amazon sources, from Quora to Alibaba’s Accio, show up in Alexa’s citations.
Episode Notes:
00:00 - Intro & the 100K Prompt Study
01:28 - Andrew’s Background
02:27 - Why Amazon SEO Still Matters
05:14 - Alexa Usage on Shopping Holidays
06:04 - How the Study Worked
06:49 - Alexa’s Three Shopping Contexts
09:23 - What Ranking #1 Really Means
10:19 - The 4.0-Star Floor
12:40 - Be Use-Case Specific
14:35 - Item Name & Item Highlights
15:54 - Mapping Search Terms to Missions
16:34 - Are Brands Seeing Results?
18:28 - The New Item Details Field
21:04 - How Top Brands Use Alexa
23:36 - Measuring Alexa ROI
27:08 - Sponsored Prompt Reports
28:17 - ChatGPT Habits on Alexa
31:40 - Does Off-Amazon Content Help?
33:46 - Citations: Quora & Accio
35:04 - Learn More About ReFiBuy
Related Post: SmartScout MCP Prompt Library
How to Reach Andrew:Website: refibuy.aiLinkedIn: linkedin.com/in/andrew-bell-540403275
Scott’s Links:LinkedIn: linkedin.com/in/scott-needham-a8b39813X: @itsScottNeedhamInstagram: @smartestsellerYouTube: www.youtube.com/@smartestamazonseller2371Newsletter: smartscout.com/newsletter-sign-upBlog: smartscout.com/blog
20 Oct 2026
Episode 339 - Stop Chasing New Amazon Customers. Get Your Buyers to Come Back.
Andrew, CEO and founder of Swapt, returns to the podcast to discuss their major pivot from review generation to solving one of e-commerce's biggest challenges: post-purchase customer retention on Amazon and TikTok Shop.Amazon is notoriously opaque, making it incredibly difficult for sellers to capture bottom-of-funnel data and build lasting direct relationships. While sellers can spend unlimited funds at the top of the funnel on ads, driving repeat purchases and increasing Customer Lifetime Value (LTV) usually requires changing customer behavior. This is a massive hurdle when shoppers prefer the convenience of native marketplaces.Andrew breaks down how Swapt utilizes strategic product inserts and single-use discount codes to capture customer emails and incentivize repurchases directly where the customer wants to buy. He shares insights on increasing Average Order Value (AOV), navigating email life cycles for Amazon-native brands, and leveraging the 4 specific levers needed to achieve product insert QR scan rates up to 35%.
Episode Notes:
00:00 - Intro & The Swapt Pivot
01:56 - The Black Box: Capturing Post-Purchase Data on Amazon
05:18 - Why You Shouldn't Force Shoppers Off-Platform
07:28 - How Single-Use QR Codes Drive Direct Amazon Repurchases
08:19 - Increasing AOV with Cart-Size Specific Discounts
09:16 - Why Amazon Sellers Struggle with Customer Life Cycle Emails
10:34 - TikTok Shop: Retaining Customers on an Entertainment Platform
12:47 - Cross-Channel Purchasing Behaviors (Amazon vs. Shopify vs. TikTok)
14:51 - At What Scale Does a Retention Strategy Make Sense?
16:49 - The Necessity of Product Inserts
17:20 - 4 Levers to Hit a 35% QR Scan Rate
Related Post: Best Amazon Seller MCP Servers for Competitor Research, Seller Data, and AI Analytics
How to Reach Andrew:
Website: swaptqr.com
LinkedIn: linkedin.com/in/andrewsm1th
Scott’s Links:
LinkedIn: linkedin.com/in/scott-needham-a8b39813
X: @itsScottNeedham
Instagram: @smartestseller
YouTube: www.youtube.com/@smartestamazonseller2371
Newsletter: https://www.smartscout.com/newsletter-sign-up
Blog: https://www.smartscout.com/blog
6 Oct 2026
Episode 338 - The TikTok Shop Playbook Amazon Sellers Need to Understand
Jordan West, Founder of Social Commerce Club, joins Scott to explore how Amazon brands can unlock explosive growth by embracing TikTok Shop and social commerce.As traditional performance marketing faces attribution decay and rising ad costs, e-commerce brands are navigating a shifting landscape where TikTok Shop provides a closed-loop affiliate ecosystem and a massive off-platform halo effect.While entry-level sellers struggle by treating creators like ad networks or expecting instant channel profitability, established brands are leveraging coordinated "blitz" product launches, in-person creator hub days, and authentic founder involvement to drive multi-channel revenue.To build a defensible brand across Amazon and TikTok Shop, Jordan breaks down why brands must look beyond myopic channel P&Ls, how to structure high-impact creator contests, and the necessity of unscalable, human-first creator relations.
Episode Notes:
00:00 - The TikTok Shop Frontier
01:15 - Jordan West’s Transition to Social Commerce
02:46 - Affiliate Win-Win: Why Retainers Are Dead
05:05 - Closed-Loop Attribution & TikTok’s Halo Effect
07:10 - Real Scale: 5x Growth & Offline Sales Impact
08:53 - Mindset Shift: Top-of-Funnel vs. Immediate Profit
12:22 - How TikTok Shop Turns Products Into Brands
13:32 - Launch Mechanics: The "Blitz" Strategy
16:43 - Creator Relations & Hosting In-Person "Hub Days"
19:58 - Authentic Founders & Cult-Leader Branding
23:38 - Leveraging Creator Events for Maximum ROI
25:33 - Structuring High-Impact Creator Contests
28:37 - The Unscalable Factor: Personal Outreaches & Voice Memos
31:20 - The Power of In-Person E-Commerce Connections
33:19 - Amazon’s New Multi-Channel Centralization
Related Post: The Halo Effect Is Real, Measurable, and Immeasurable
How to Reach Jordan:
Website: socialcommerceclub.com | jordanwest.ca
LinkedIn: linkedin.com/in/jordan-west-marketer
Scott’s Links:
LinkedIn: linkedin.com/in/scott-needham-a8b39813
X: @itsScottNeedham
Instagram: @smartestseller
YouTube: www.youtube.com/@smartestamazonseller2371
Newsletter: https://www.smartscout.com/newsletter-sign-up
Blog: https://www.smartscout.com/blog
Who has been a guest on The Smartest Amazon Seller
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Andrew Smith
Jasim Eisa
Rob Principe
Justin Willhite
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