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E-COMMERCE REVERBERATIONS I BY CYRIL NIGG HOW TO DRIVE SALES IN THE AI ERA M usicians are shop- ping differently and faster than ever be- fore. Online retail sales more than serves as the source of truth, automatically publishing inven- tory to your website, marketplaces and social channels. Accuracy equals trust. What AI doesn’t want to guess. The more consistent your inputs, the more likely you are to surface accurately in recommendations. CREATE GREAT LISTINGS.
doubled its share in 2025. But the more important shift isn’t simply online versus in-store, it’s the convergence of the two. According to a survey of 1,001 musicians conducted by Reverb and consumer intelligence firm Material, 44% of musicians now prefer purchasing both in-store and online equally. Even when customers ultimately buy in-store, the web heavily influences their decision. Research, reviews and price comparisons all shape what they do when they walk through the door. At the same time, generative Artificial Intelligence is transform- ing how buyers discover gear. Over 50% of consumers now use AI- powered search tools. Instead of scanning links, they ask a question and receive a synthesized answer. In that world, your store isn’t just competing on price or selection — you’re competing to be the answer. Here are three practical tactics retailers can implement now to drive sales in the AI era. AUDIT AND UPDATE YOUR ONLINE DETAILS. AI engines compile business in- formation from multiple sources. If your store info is inconsistent across platforms, AI systems may downgrade confidence ... or ex-
hurts? An item marked “in stock” that already sold, different prices across platforms, and missing or unclear condition details. You can avoid these costly mistakes by en- suring that inventory is updated in near-real time, showing consistent pricing logic across channels, and providing clear condition tiers, such as “excellent” and “fair.” AI systems penalize uncertainty. If availability or pricing conflicts exist, you may be deprioritized. Clean, synchronized inventory improves both online exposure and in-store conversion. In a world where demand is routed by rec- ommendations instead of ranked links, reinforcing your expertise and reliability becomes a strategic advantage. With the old way of searching online, you’d go find the answer. Now, the answer comes to you. If AI systems are increasingly deciding which stores and prod- ucts get surfaced, then consistency becomes your competitive edge. These are not abstract strate- gies, they’re operational habits. And retailers who build them now will be better positioned as AI continues to reshape how musicians find and buy gear. MI Cyril Nigg is senior director of analytics at Reverb. A lifelong musician, he was a Reverb user long before he joined the team in 2019.
When AI systems recommend prod- ucts, they rely heavily on structured data. Brand, model, year, condition, price, availability — these are pri- mary attributes that machines un- derstand clearly. Additional details like finish, pickup configuration, fretboard radius, materials, and art- ists associated with the instrument further enrich the listing. Structured data plus consistency and clarity increases your chances of being recommended. But it’s not just fields and specs. AI increasingly “reads” images. Strong photos re- inforce product details, build buyer confidence and even signal quality. Clean lighting, multiple angles, and close-ups of wear or distinguishing features reduce uncertainty. Video walkthroughs and thoughtful writ- ten descriptions add another layer of reinforcement. Together, structured data and high-quality media help AI systems understand what you sell, how you position yourself, and where you are the best answer to a buyer’s question. In the AI era, vague list- ings lose, while detailed, structured, confidence-building listings win. SYNC YOUR INVENTORY ACROSS CHANNELS. Multi-channel consistency is one of the strongest AI signals avail- able. Ideally, your POS system
“AI systems penalize
uncertainty. If availability or pricing conflicts exist, you may be deprioritized.”
clude you entirely.
Start with a basic audit of your business name, location, hours, and contact info, like a phone number and email. From there, review your policies for shipping and returns to make sure that they’re consistent across your online presence. Update your website, Google Business Profile, social pages, mar- ketplace listings and any legacy pages. Then review the outputs: Search your store name in Chat- GPT or other AI tools and see what appears.
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