Ai agents
October 7, 2026

You're grading the listing. The shopper is reading the shelf.

Harry Chemko
Harry Chemko
Co-Founder & CEO, ShopVision

When a hero SKU’s sales velocity slips at a big retailer for two weeks running, the typical response is to pull the scorecard and look for what changed.

Every box is green. Content is complete, items are in stock, price is in range, search rank is holding. 

What the scorecard isn’t showing you are the true drivers behind the drop. The retailer made its own private label the hero of two weekly emails. A competitor bought the sponsored slot above you and ran a multibuy the same week. Google and ChatGPT sent buyers to a marketplace seller listing your multipack listed under the retailer's price.

The listing was fine on paper. The digital shelf shifted.

You're judged on a shelf you don't own

On the retailer’s website, the shopper finds your product slotted among a host of competing brands, private label options, and sponsored listings. Where you rank and where you’re suggested depends on merchandising decisions you don’t control.

CPG pays heavily to influence that shelf. McKinsey estimates that CPG companies put about 20% of revenue into trade promotions every year[1] and an average of 7–9% of gross sales is spent on retail media [2].

And when “everybody’s doing it,” knowing what you did isn’t enough. If a competitor ran a deeper deal the same week, or the retailer's email pushed its own brand instead of yours, the promotion didn't fail. It got outshouted, and the post-event analysis can't tell the difference.

The shelf is wider than the scorecard

Shelf scorecards can tell you a lot about how your products (and even your competitors’) are showing up across retailer sites and marketplaces. But they only capture a slice.

The full picture only comes from tracking what’s outside the online aisle — monitoring ads, emails, SMS offers, social media — not just from your retail partners, but marketplace sellers and competing CPG brands.

When you can see it all, you can better understand how your pricing, trade promotions, brand messaging, and digital marketing contribute to retail performance in real time.

Score the entire shelf, every morning

For every retailer and marketplace you sell through, bring the signals together: price, promotion, availability, placement, competitor activity, retailer emails, paid ads, social, and marketplace sellers.

That gives you more than a scorecard. One picture, refreshed daily, across the digital shelf and marketing space. You have context for why performance moved and what to do next. 

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Footnotes

  1. McKinsey, "How analytics can drive growth in consumer-packaged-goods trade promotions," October 23, 2019. CPG companies worldwide invest about 20 percent of their revenue annually in trade promotions.
  2. McKinsey, “High growth, low profit: The e-commerce dilemma for CPG companies.” March 22, 2021. CPG companies spend an average of 7 to 9 percent of gross sales on retail media networks.

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