CPG-Retail

Creating a Better Consumer Packaged Goods Experience

Ankit Singh
September 6, 2025
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A great CPG experience doesn’t start with consumers, but with shelf execution. When products are missing, misplaced, or poorly displayed, shoppers disengage long before loyalty or sales can be built. Yet many CPG brands still operate with limited visibility into in-store conditions, leading to frequent stockouts and compliance gaps. 

In contrast, brands using image-based shelf monitoring report a 30–40% reduction in stockouts, 50% faster audits, and measurable gains in share-of-shelf visibility. That’s because real-time shelf data turns execution from guesswork into precision, ensuring the right product is always in the right place. For CPG leaders, enhancing this “experience” means fixing what’s seen on the shelf.

Key Takeaways: 

  • Shelf Execution Drives Consumer Experience: Flawless shelf-level execution ensures products are visible, available, and properly displayed—directly impacting shopper satisfaction and sales.

  • Shelf KPIs Reveal Consumer Demands: Metrics like on-shelf availability, share of shelf, and planogram compliance help brands identify changing preferences and unmet demand.

  • Packaging Influences Shelf Visibility and Compliance: Thoughtful, consistent packaging design improves planogram fit, speeds up AI recognition, and supports better shelf audits.

  • Consistent Quality Supports Accurate Shelf Monitoring: Uniform product quality and packaging across markets reduce errors, improve audits, and maintain strong shelf presence.

  • Technology and Omnichannel Integration Enhance Execution: AI-powered shelf monitoring and real-time data help align online promises with in-store realities, ensuring seamless shopper experiences.

What Should CPG Brands Prioritize Before Optimizing the Shelf Experience?

A great CPG experience depends on flawless shelf execution. Real-time shelf data and KPIs like on-shelf availability and planogram compliance help brands understand consumer needs and act fast. Before focusing on packaging, tech, or omnichannel strategies, brands must align their efforts with these core shelf performance drivers to boost visibility, compliance, and sales.

1. How Do Shelf KPIs Help Identify Changing Consumer Needs?

With real-time shelf data in hand, CPG brands can move beyond assumptions to make decisions grounded in actual in-store conditions. Instead of waiting for consumer complaints or sales reports, brands analyze shelf availability, share of shelf, and planogram compliance to uncover which products are resonating and where gaps exist.

For example, frequent stockouts or low facings of certain SKUs can reveal unmet consumer demand or shifting preferences. CPG brands can then adjust their shelf space allocation and promotional strategies to match those needs better.

Segmenting stores based on performance data also helps personalize shelf execution, enabling product assortments and displays aligned with local consumer trends. 

This data-driven approach ensures that shelf-level actions directly support evolving consumer preferences, creating a seamless CPG experience from shelf to shopper.

2. Does Product Packaging Impact Shelf KPIs and Visibility? 

Yes. Definitely! Packaging isn’t always about aesthetics; it’s a key driver of in-store execution and product visibility. 

CPG brands that design packaging with shelf performance in mind can significantly improve share of shelf, planogram compliance, and recognition accuracy in AI-based audits.

Innovative, uniform packaging shapes help improve planogram fit and minimize misplacements, making it easier to maintain compliance across store formats. High-contrast designs and distinct visual elements also enable faster and more accurate identification by image-recognition tools, speeding up shelf audits and enhancing reporting accuracy.

Eco-friendly materials are becoming more common today, but for retail execution, their structure and consistency are just as important. When packaging is optimized not just for consumers, but also for visibility, scanability, and shelf efficiency, it becomes a tool for better execution, ensuring products are not only present but also seen, counted, and compliant.

3. How Does Product Quality and Consistency Affect Shelf Performance?

Product quality doesn’t end at manufacturing; it extends to how consistently the product performs on the shelf. For CPG brands, maintaining uniform quality and packaging across regions ensures products are easily recognized by image-based retail execution tools, aiding in accurate audits, better planogram compliance, and consistent on-shelf availability.

Discrepancies in product packaging, SKUs, or quality across markets often lead to misplacements, miscounts, or even planogram violations. Real-time shelf data helps identify inconsistencies, flagging regions or store types where certain variants underperform or frequently face compliance issues.

Expanding a product portfolio to meet diverse consumer needs is crucial, but only if the execution keeps pace. Brands that utilize shelf insights to fine-tune product distribution, remove underperforming products, and maintain SKU clarity across locations are better positioned to scale, without compromising execution quality or shelf visibility.

4. How Do Omnichannel Strategies Improve In-Store Execution?

As consumer journeys become increasingly hybrid, CPG brands must ensure that shelf execution keeps pace across both physical and digital touchpoints. A strong omnichannel strategy is about offering products both online and offline, ensuring that what’s promised digitally is executed accurately in-store.

Retail execution platforms with real-time shelf visibility bridge this gap. 

For example, if a shopper sees a product listed as available online but finds it out of stock in-store, the brand loses both trust and a sale. By tracking on-shelf availability and ensuring planogram compliance, CPG brands can sync in-store performance with digital listings.

Emerging technologies like AI-powered shelf audits ensure this integration remains agile. Whether it's preparing stores for online-to-offline campaigns or aligning digital ads with in-store displays, omnichannel success depends on data-backed shelf accuracy, the critical last mile in delivering a seamless, unified experience.

5. How Is Technology Powering CPG Experience?

Technology is redefining how CPG brands engage with both consumers and shelves. Smart packaging equipped with IoT sensors helps track product display and stockouts, ensuring stock reaches shelves on time and remains in optimal condition. 

Features like augmented reality (AR) are reshaping pre-purchase engagement, but their success still hinges on one key factor: whether the product is actually available and visible in-store.

This is where AI and advanced analytics come in. By tapping into real-time shelf data, brands can track product performance, monitor planogram compliance, and fine-tune distribution strategies based on local demand. It’s no longer enough just to launch innovative tech; execution must follow through on the shelf to close the loop between marketing, distribution, and shopper experience.

That’s where ParallelDots steps in, transforming shelf execution from a weak link into a competitive advantage.

How ParallelDots Empowers CPG Brands to Execute Better

ParallelDots’ AI-powered shelf monitoring platform helps CPG brands turn in-store blind spots into actionable insights. With tools that deliver real-time visibility into on-shelf availability, share of shelf, and compliance, brands can ensure their products are exactly where they need to be, backed by accurate, store-level data.

  • Real-Time Shelf Monitoring: Track the availability, placement, and stock levels of your products across multiple retail locations, ensuring that products are placed in high-traffic areas for maximum exposure.

  • Automated Image Recognition with ODIN: This deep learning tool provides real-time SKU-level product recognition, helping brands ensure compliance with planograms and maximize shelf space and visibility.

  • Planogram Compliance Monitoring: Automated tools ensure your products are positioned according to predefined planograms, which optimize shelf space and increase on-shelf visibility.

  • Pricing Compliance Verification: ParallelDots uses Optical Character Recognition (OCR) technology to ensure price tags are displayed correctly, reducing pricing errors and improving consumer trust.

Ready to turn shelf data into execution wins? Get started with ParallelDots today.

FAQs

1. What challenges do CPG brands face without retail execution software?

Without modern tools, brands often rely on infrequent manual audits and delayed reporting, which leads to stockouts, product misplacements, and limited visibility on execution. These issues directly affect consumer satisfaction and result in missed sales opportunities.

2. How can image-based shelf monitoring improve CPG retail performance?

AI-powered shelf monitoring enables fast, accurate audits by analyzing store shelf images. This improves on-shelf availability, ensures planogram compliance, and helps brands make real-time adjustments based on actual in-store data.

3. What KPIs should CPG brands track via shelf analytics?

Key shelf execution KPIs include on-shelf availability, planogram compliance, share of shelf, and promotion compliance. Tracking these helps brands identify execution gaps and respond quickly to optimize performance.

4. Why is consistent product presentation important across regions?

Inconsistent packaging or display layouts across stores make it harder to track compliance and confuse both shoppers and shelf-monitoring systems. Consistency ensures accurate audits and better brand recognition on the shelf.

5. How can field reps use retail execution tools more strategically?

Retail execution tools help reps prioritize tasks by showing where compliance gaps exist. Instead of just logging store visits, reps can focus on high-impact activities like correcting planogram issues or verifying promotional setups.

A great CPG experience doesn’t start with consumers, but with shelf execution. When products are missing, misplaced, or poorly displayed, shoppers disengage long before loyalty or sales can be built. Yet many CPG brands still operate with limited visibility into in-store conditions, leading to frequent stockouts and compliance gaps. 

In contrast, brands using image-based shelf monitoring report a 30–40% reduction in stockouts, 50% faster audits, and measurable gains in share-of-shelf visibility. That’s because real-time shelf data turns execution from guesswork into precision, ensuring the right product is always in the right place. For CPG leaders, enhancing this “experience” means fixing what’s seen on the shelf.

Key Takeaways: 

  • Shelf Execution Drives Consumer Experience: Flawless shelf-level execution ensures products are visible, available, and properly displayed—directly impacting shopper satisfaction and sales.

  • Shelf KPIs Reveal Consumer Demands: Metrics like on-shelf availability, share of shelf, and planogram compliance help brands identify changing preferences and unmet demand.

  • Packaging Influences Shelf Visibility and Compliance: Thoughtful, consistent packaging design improves planogram fit, speeds up AI recognition, and supports better shelf audits.

  • Consistent Quality Supports Accurate Shelf Monitoring: Uniform product quality and packaging across markets reduce errors, improve audits, and maintain strong shelf presence.

  • Technology and Omnichannel Integration Enhance Execution: AI-powered shelf monitoring and real-time data help align online promises with in-store realities, ensuring seamless shopper experiences.

What Should CPG Brands Prioritize Before Optimizing the Shelf Experience?

A great CPG experience depends on flawless shelf execution. Real-time shelf data and KPIs like on-shelf availability and planogram compliance help brands understand consumer needs and act fast. Before focusing on packaging, tech, or omnichannel strategies, brands must align their efforts with these core shelf performance drivers to boost visibility, compliance, and sales.

1. How Do Shelf KPIs Help Identify Changing Consumer Needs?

With real-time shelf data in hand, CPG brands can move beyond assumptions to make decisions grounded in actual in-store conditions. Instead of waiting for consumer complaints or sales reports, brands analyze shelf availability, share of shelf, and planogram compliance to uncover which products are resonating and where gaps exist.

For example, frequent stockouts or low facings of certain SKUs can reveal unmet consumer demand or shifting preferences. CPG brands can then adjust their shelf space allocation and promotional strategies to match those needs better.

Segmenting stores based on performance data also helps personalize shelf execution, enabling product assortments and displays aligned with local consumer trends. 

This data-driven approach ensures that shelf-level actions directly support evolving consumer preferences, creating a seamless CPG experience from shelf to shopper.

2. Does Product Packaging Impact Shelf KPIs and Visibility? 

Yes. Definitely! Packaging isn’t always about aesthetics; it’s a key driver of in-store execution and product visibility. 

CPG brands that design packaging with shelf performance in mind can significantly improve share of shelf, planogram compliance, and recognition accuracy in AI-based audits.

Innovative, uniform packaging shapes help improve planogram fit and minimize misplacements, making it easier to maintain compliance across store formats. High-contrast designs and distinct visual elements also enable faster and more accurate identification by image-recognition tools, speeding up shelf audits and enhancing reporting accuracy.

Eco-friendly materials are becoming more common today, but for retail execution, their structure and consistency are just as important. When packaging is optimized not just for consumers, but also for visibility, scanability, and shelf efficiency, it becomes a tool for better execution, ensuring products are not only present but also seen, counted, and compliant.

3. How Does Product Quality and Consistency Affect Shelf Performance?

Product quality doesn’t end at manufacturing; it extends to how consistently the product performs on the shelf. For CPG brands, maintaining uniform quality and packaging across regions ensures products are easily recognized by image-based retail execution tools, aiding in accurate audits, better planogram compliance, and consistent on-shelf availability.

Discrepancies in product packaging, SKUs, or quality across markets often lead to misplacements, miscounts, or even planogram violations. Real-time shelf data helps identify inconsistencies, flagging regions or store types where certain variants underperform or frequently face compliance issues.

Expanding a product portfolio to meet diverse consumer needs is crucial, but only if the execution keeps pace. Brands that utilize shelf insights to fine-tune product distribution, remove underperforming products, and maintain SKU clarity across locations are better positioned to scale, without compromising execution quality or shelf visibility.

4. How Do Omnichannel Strategies Improve In-Store Execution?

As consumer journeys become increasingly hybrid, CPG brands must ensure that shelf execution keeps pace across both physical and digital touchpoints. A strong omnichannel strategy is about offering products both online and offline, ensuring that what’s promised digitally is executed accurately in-store.

Retail execution platforms with real-time shelf visibility bridge this gap. 

For example, if a shopper sees a product listed as available online but finds it out of stock in-store, the brand loses both trust and a sale. By tracking on-shelf availability and ensuring planogram compliance, CPG brands can sync in-store performance with digital listings.

Emerging technologies like AI-powered shelf audits ensure this integration remains agile. Whether it's preparing stores for online-to-offline campaigns or aligning digital ads with in-store displays, omnichannel success depends on data-backed shelf accuracy, the critical last mile in delivering a seamless, unified experience.

5. How Is Technology Powering CPG Experience?

Technology is redefining how CPG brands engage with both consumers and shelves. Smart packaging equipped with IoT sensors helps track product display and stockouts, ensuring stock reaches shelves on time and remains in optimal condition. 

Features like augmented reality (AR) are reshaping pre-purchase engagement, but their success still hinges on one key factor: whether the product is actually available and visible in-store.

This is where AI and advanced analytics come in. By tapping into real-time shelf data, brands can track product performance, monitor planogram compliance, and fine-tune distribution strategies based on local demand. It’s no longer enough just to launch innovative tech; execution must follow through on the shelf to close the loop between marketing, distribution, and shopper experience.

That’s where ParallelDots steps in, transforming shelf execution from a weak link into a competitive advantage.

How ParallelDots Empowers CPG Brands to Execute Better

ParallelDots’ AI-powered shelf monitoring platform helps CPG brands turn in-store blind spots into actionable insights. With tools that deliver real-time visibility into on-shelf availability, share of shelf, and compliance, brands can ensure their products are exactly where they need to be, backed by accurate, store-level data.

  • Real-Time Shelf Monitoring: Track the availability, placement, and stock levels of your products across multiple retail locations, ensuring that products are placed in high-traffic areas for maximum exposure.

  • Automated Image Recognition with ODIN: This deep learning tool provides real-time SKU-level product recognition, helping brands ensure compliance with planograms and maximize shelf space and visibility.

  • Planogram Compliance Monitoring: Automated tools ensure your products are positioned according to predefined planograms, which optimize shelf space and increase on-shelf visibility.

  • Pricing Compliance Verification: ParallelDots uses Optical Character Recognition (OCR) technology to ensure price tags are displayed correctly, reducing pricing errors and improving consumer trust.

Ready to turn shelf data into execution wins? Get started with ParallelDots today.

FAQs

1. What challenges do CPG brands face without retail execution software?

Without modern tools, brands often rely on infrequent manual audits and delayed reporting, which leads to stockouts, product misplacements, and limited visibility on execution. These issues directly affect consumer satisfaction and result in missed sales opportunities.

2. How can image-based shelf monitoring improve CPG retail performance?

AI-powered shelf monitoring enables fast, accurate audits by analyzing store shelf images. This improves on-shelf availability, ensures planogram compliance, and helps brands make real-time adjustments based on actual in-store data.

3. What KPIs should CPG brands track via shelf analytics?

Key shelf execution KPIs include on-shelf availability, planogram compliance, share of shelf, and promotion compliance. Tracking these helps brands identify execution gaps and respond quickly to optimize performance.

4. Why is consistent product presentation important across regions?

Inconsistent packaging or display layouts across stores make it harder to track compliance and confuse both shoppers and shelf-monitoring systems. Consistency ensures accurate audits and better brand recognition on the shelf.

5. How can field reps use retail execution tools more strategically?

Retail execution tools help reps prioritize tasks by showing where compliance gaps exist. Instead of just logging store visits, reps can focus on high-impact activities like correcting planogram issues or verifying promotional setups.