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Consumer Retail

Top 10 Best Planogram Compliance Software of 2026

Discover top 10 planogram compliance software to optimize retail efficiency. Read expert list to find the best fit – get started now!

Gitnux Team

Feb 11, 2026

10 tools comparedExpert reviewed
Independent evaluation · Unbiased commentary · Updated regularly
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Planogram compliance software is pivotal for retailers aiming to maintain consistent shelf execution, optimize space utilization, and enhance shopper experiences. With a landscape spanning AI-driven image recognition, mobile tools, and enterprise-grade platforms, choosing the right solution is key to driving operational efficiency, as evidenced by the diverse, high-quality tools in this list.

Quick Overview

  1. 1#1: Trax - AI-powered image recognition platform that automates planogram compliance audits by analyzing store shelf photos.
  2. 2#2: CompliantIA - Uses computer vision to scan and verify planogram compliance from mobile-captured store images in real-time.
  3. 3#3: Skuuudle - Mobile-first AI tool for capturing shelf data and ensuring adherence to planograms through automated compliance checks.
  4. 4#4: Coolr - AI-driven solution that monitors planogram compliance by processing photos to detect out-of-stock and layout issues.
  5. 5#5: LEAFIO - AI merchandising platform optimizing planograms and tracking in-store compliance for better retail execution.
  6. 6#6: DotActiv - Planogram design software with built-in tools for space optimization and compliance verification in retail environments.
  7. 7#7: Blue Yonder - Enterprise retail platform offering planogram optimization, simulation, and compliance monitoring across store networks.
  8. 8#8: RELEX Solutions - Integrated supply chain software with planogramming capabilities and compliance analytics for retailers.
  9. 9#9: Wiser Solutions - Remote auditing platform using shopper networks to perform planogram compliance checks and reporting.
  10. 10#10: NielsenIQ - Provides shelf-level data analytics and insights to measure and improve planogram compliance performance.

We ranked these tools based on advanced features (e.g., real-time auditing, automated issue detection), product reliability, user-friendliness (including mobile accessibility), and overall value, ensuring a balanced assessment of performance and practicality

Comparison Table

Planogram compliance is vital for retailers to ensure efficient shelf management and consistent in-store presentations, and choosing the right software can streamline these efforts. This comparison table explores leading tools like Trax, CompliantIA, Skuuudle, Coolr, LEAFIO, and more, examining features, usability, and support to help readers find the best solution for their needs.

1Trax logo9.6/10

AI-powered image recognition platform that automates planogram compliance audits by analyzing store shelf photos.

Features
9.8/10
Ease
9.2/10
Value
9.4/10

Uses computer vision to scan and verify planogram compliance from mobile-captured store images in real-time.

Features
9.5/10
Ease
8.7/10
Value
9.0/10
3Skuuudle logo8.7/10

Mobile-first AI tool for capturing shelf data and ensuring adherence to planograms through automated compliance checks.

Features
9.2/10
Ease
8.5/10
Value
8.0/10
4Coolr logo8.4/10

AI-driven solution that monitors planogram compliance by processing photos to detect out-of-stock and layout issues.

Features
9.0/10
Ease
8.5/10
Value
7.9/10
5LEAFIO logo8.1/10

AI merchandising platform optimizing planograms and tracking in-store compliance for better retail execution.

Features
8.5/10
Ease
7.8/10
Value
7.7/10
6DotActiv logo7.8/10

Planogram design software with built-in tools for space optimization and compliance verification in retail environments.

Features
8.3/10
Ease
7.4/10
Value
7.5/10

Enterprise retail platform offering planogram optimization, simulation, and compliance monitoring across store networks.

Features
9.0/10
Ease
7.4/10
Value
7.8/10

Integrated supply chain software with planogramming capabilities and compliance analytics for retailers.

Features
8.7/10
Ease
7.4/10
Value
7.9/10

Remote auditing platform using shopper networks to perform planogram compliance checks and reporting.

Features
9.1/10
Ease
7.8/10
Value
7.9/10
10NielsenIQ logo8.2/10

Provides shelf-level data analytics and insights to measure and improve planogram compliance performance.

Features
9.1/10
Ease
7.4/10
Value
7.7/10
1
Trax logo

Trax

specialized

AI-powered image recognition platform that automates planogram compliance audits by analyzing store shelf photos.

Overall Rating9.6/10
Features
9.8/10
Ease of Use
9.2/10
Value
9.4/10
Standout Feature

Proprietary Shelf Intelligence AI trained on the world's largest dataset of 2+ billion shelf images for superior planogram compliance automation.

Trax is an AI-powered retail execution platform focused on planogram compliance, leveraging computer vision to analyze shelf images captured by field teams or crowdsourced auditors worldwide. It automatically detects deviations from planograms, out-of-stocks, and pricing issues, delivering real-time dashboards and actionable insights to optimize store execution. With its massive scale and advanced machine learning models trained on billions of images, Trax ensures high-accuracy compliance monitoring across thousands of stores globally.

Pros

  • Unmatched AI accuracy in planogram compliance with 99%+ detection rates
  • Global scale via crowdsourced data collection covering millions of shelves
  • Comprehensive dashboards and predictive analytics for proactive merchandising

Cons

  • Enterprise pricing may be prohibitive for small retailers
  • Relies on quality of field-captured images for optimal results
  • Initial setup and integrations can require significant IT resources

Best For

Large CPG brands and national retailers needing scalable, AI-driven planogram compliance across extensive store networks.

Pricing

Custom enterprise pricing based on store count and visit frequency; typically starts at $100,000+ annually for mid-sized deployments.

Visit Traxtraxretail.com
2
CompliantIA logo

CompliantIA

specialized

Uses computer vision to scan and verify planogram compliance from mobile-captured store images in real-time.

Overall Rating9.2/10
Features
9.5/10
Ease of Use
8.7/10
Value
9.0/10
Standout Feature

Edge AI processing for instant, on-device compliance scoring from mobile-captured shelf photos without cloud dependency

CompliantIA by Compliant Labs is an AI-driven planogram compliance platform that leverages computer vision to analyze shelf images captured via mobile devices, automatically detecting compliance issues like out-of-stocks, misplaced products, and planogram deviations. It provides retailers with real-time audits, detailed reporting, and actionable recommendations to optimize merchandising and store execution. The software integrates seamlessly with existing retail management systems, enabling scalable monitoring across thousands of stores.

Pros

  • Highly accurate AI detection with 95%+ precision on shelf compliance
  • Scalable for enterprise-level deployments with multi-store support
  • Comprehensive analytics and customizable dashboards for actionable insights

Cons

  • Requires high-quality images for optimal performance
  • Initial setup and integration may involve a learning curve
  • Pricing geared more toward mid-to-large retailers than small businesses

Best For

Mid-to-large retail chains with multiple locations needing automated, scalable planogram auditing and compliance enforcement.

Pricing

Custom enterprise pricing starting at approximately $500/month per store cluster; volume discounts for large chains; contact for quote.

Visit CompliantIAcompliantlabs.ai
3
Skuuudle logo

Skuuudle

specialized

Mobile-first AI tool for capturing shelf data and ensuring adherence to planograms through automated compliance checks.

Overall Rating8.7/10
Features
9.2/10
Ease of Use
8.5/10
Value
8.0/10
Standout Feature

SkAI computer vision engine that automates product detection and precise planogram matching from raw shelf photos without manual tagging

Skuuudle is an AI-driven planogram compliance platform that uses computer vision to analyze shelf images captured via a mobile app by field teams or crowdsourced auditors. It automatically detects products, measures compliance against planograms, identifies out-of-stocks, and calculates share-of-shelf metrics. The software provides real-time dashboards and actionable insights to help CPG brands optimize retail execution across store networks.

Pros

  • Highly accurate AI-powered image analysis for planogram compliance
  • Intuitive mobile app for quick shelf captures and real-time feedback
  • Scalable dashboards with detailed analytics and reporting

Cons

  • Pricing is enterprise-focused and may be high for smaller brands
  • Performance depends on image quality and lighting conditions
  • Limited native integrations with some legacy retail systems

Best For

Mid-to-large CPG brands managing planogram compliance across extensive retail chains with distributed field teams.

Pricing

Custom enterprise pricing based on users, stores, and features; typically starts at several thousand dollars per month—contact sales for quotes.

Visit Skuuudleskuuudle.com
4
Coolr logo

Coolr

specialized

AI-driven solution that monitors planogram compliance by processing photos to detect out-of-stock and layout issues.

Overall Rating8.4/10
Features
9.0/10
Ease of Use
8.5/10
Value
7.9/10
Standout Feature

AI-powered real-time shelf analysis from smartphone photos without needing specialized hardware

Coolr.ai is an AI-powered retail execution platform specializing in planogram compliance, using computer vision to analyze mobile-captured shelf images for accurate merchandising checks. It automates detection of planogram adherence, out-of-stocks, pricing errors, and shelf organization issues, delivering real-time insights to field teams. The tool integrates task management and analytics to streamline store audits and improve execution across retail chains.

Pros

  • Highly accurate AI-driven image analysis for compliance
  • User-friendly mobile app for quick field captures
  • Robust reporting and task assignment features

Cons

  • Pricing can be steep for smaller retailers
  • Limited native integrations with some POS systems
  • Occasional false positives in complex shelf environments

Best For

Mid-to-large retail chains with distributed field teams needing automated, scalable planogram compliance monitoring.

Pricing

Custom enterprise pricing starting around $50-100 per store/month, with volume discounts and free trials available.

Visit Coolrcoolr.ai
5
LEAFIO logo

LEAFIO

specialized

AI merchandising platform optimizing planograms and tracking in-store compliance for better retail execution.

Overall Rating8.1/10
Features
8.5/10
Ease of Use
7.8/10
Value
7.7/10
Standout Feature

AI-powered computer vision for instant shelf compliance checks via mobile photos

LEAFIO is an AI-powered retail platform specializing in planogram optimization and compliance monitoring for retailers. It enables the creation of data-driven planograms with automatic shelf space allocation and uses computer vision to audit compliance through mobile app photo captures. The software provides real-time deviation detection, compliance reports, and merchandising analytics to enhance store execution.

Pros

  • Advanced AI image recognition for accurate compliance audits
  • Automated planogram generation with assortment optimization
  • Comprehensive reporting and merchandising insights

Cons

  • Custom pricing lacks transparency and can be high for smaller retailers
  • Initial setup and integration require technical expertise
  • Limited customization for non-standard store formats

Best For

Mid-sized retail chains seeking AI-driven planogram compliance with integrated merchandising tools.

Pricing

Custom enterprise pricing starting around $500/month per store cluster; contact for demo and quote.

Visit LEAFIOleafio.ai
6
DotActiv logo

DotActiv

specialized

Planogram design software with built-in tools for space optimization and compliance verification in retail environments.

Overall Rating7.8/10
Features
8.3/10
Ease of Use
7.4/10
Value
7.5/10
Standout Feature

DotActiv Audit mobile app for photo-based compliance surveys with automated comparison to planograms

DotActiv is a retail space management platform that enables planogram creation, product assortment optimization, and compliance auditing to ensure shelves match designed layouts. It offers 3D visualization tools, data-driven shelf planning, and a mobile app for in-store audits to capture and compare actual store execution against planograms. The software integrates with ERP and POS systems, helping retailers improve merchandising consistency and sales performance.

Pros

  • Powerful 3D planogram design and optimization tools
  • Mobile compliance auditing app for real-time store checks
  • Strong integration with retail data sources like ERP systems

Cons

  • Learning curve for advanced optimization features
  • Custom pricing lacks transparency for smaller businesses
  • Reporting customization could be more flexible

Best For

Mid-sized retailers and CPG brands seeking integrated planogram design and compliance monitoring.

Pricing

Custom enterprise pricing upon request; typically subscription-based starting around $500/month depending on users and modules.

Visit DotActivdotactiv.com
7
Blue Yonder logo

Blue Yonder

enterprise

Enterprise retail platform offering planogram optimization, simulation, and compliance monitoring across store networks.

Overall Rating8.2/10
Features
9.0/10
Ease of Use
7.4/10
Value
7.8/10
Standout Feature

AI-powered computer vision that automates planogram compliance audits from mobile-captured shelf images

Blue Yonder's Planogram Compliance Software, part of its Retail Execution suite, helps retailers design, deploy, and enforce planograms across store networks using AI-driven tools. It enables compliance checks through mobile image capture and computer vision analysis, automatically scoring shelf adherence and identifying deviations. Integrated with broader supply chain and assortment planning, it supports large-scale retail operations for optimized space utilization and execution.

Pros

  • Advanced AI and computer vision for precise, automated compliance scoring from shelf photos
  • Deep integration with enterprise supply chain and ERP systems for end-to-end visibility
  • Scalable for global retailers with robust reporting and task management

Cons

  • Enterprise-level pricing that's prohibitive for small to mid-sized retailers
  • Complex setup and steep learning curve for non-technical users
  • Less specialized focus compared to dedicated planogram-only tools

Best For

Large enterprise retailers with complex, multi-store operations seeking integrated supply chain and planogram compliance.

Pricing

Custom enterprise pricing via quote, typically $100K+ annually based on store count and features.

Visit Blue Yonderblueyonder.com
8
RELEX Solutions logo

RELEX Solutions

enterprise

Integrated supply chain software with planogramming capabilities and compliance analytics for retailers.

Overall Rating8.2/10
Features
8.7/10
Ease of Use
7.4/10
Value
7.9/10
Standout Feature

AI-powered computer vision for hands-free, real-time planogram compliance checks via mobile app photos

RELEX Solutions provides an enterprise-grade retail optimization platform with advanced planogram compliance capabilities through its Shelf Intelligence and Retail Execution modules. It uses AI-powered computer vision to automatically audit store shelves against planograms, identifying deviations in product placement, assortment, and pricing. The software integrates planogram creation, optimization, and compliance monitoring into a unified supply chain ecosystem, helping retailers maintain consistent merchandising across thousands of locations.

Pros

  • AI-driven image recognition for automated, scalable compliance audits
  • Deep integration with supply chain, forecasting, and replenishment tools
  • Customizable planograms with real-time analytics and reporting

Cons

  • Steep learning curve and lengthy implementation for enterprise scale
  • High cost suitable only for large retailers
  • Limited standalone options without full RELEX suite commitment

Best For

Large retail chains and grocery stores seeking integrated end-to-end supply chain management with robust planogram compliance.

Pricing

Custom enterprise pricing, typically starting at $100,000+ annually based on store count and modules; contact for quote.

Visit RELEX Solutionsrelexsolutions.com
9
Wiser Solutions logo

Wiser Solutions

specialized

Remote auditing platform using shopper networks to perform planogram compliance checks and reporting.

Overall Rating8.4/10
Features
9.1/10
Ease of Use
7.8/10
Value
7.9/10
Standout Feature

AI-driven computer vision that automatically detects and quantifies planogram compliance from uploaded store images

Wiser Solutions provides a retail execution platform with specialized planogram compliance capabilities, leveraging AI-powered image recognition to analyze store shelf photos for adherence to predefined layouts. It enables remote monitoring, task assignment to field teams, and generates actionable insights on merchandising compliance, stock levels, and pricing accuracy. The software integrates with mobile apps for real-time data capture and reporting, helping retailers maintain consistent store experiences across locations.

Pros

  • Advanced AI image recognition for precise planogram checks without manual audits
  • Scalable platform with strong analytics and task management for enterprise retail
  • Real-time insights and mobile app integration for field execution

Cons

  • Interface can feel complex for non-enterprise users with a learning curve
  • Pricing is opaque and geared toward large chains, less ideal for SMBs
  • Reporting customization options are somewhat limited compared to top competitors

Best For

Enterprise retailers with widespread store networks needing automated, AI-driven planogram compliance and merchandising oversight.

Pricing

Custom enterprise pricing; subscription-based starting around $5,000/month for mid-sized deployments (contact sales for quotes).

Visit Wiser Solutionswisersolutions.com
10
NielsenIQ logo

NielsenIQ

enterprise

Provides shelf-level data analytics and insights to measure and improve planogram compliance performance.

Overall Rating8.2/10
Features
9.1/10
Ease of Use
7.4/10
Value
7.7/10
Standout Feature

AI-driven image recognition powered by massive Nielsen datasets for precise, real-time shelf compliance auditing

NielsenIQ offers a comprehensive Retail Execution platform with robust planogram compliance capabilities, leveraging AI-driven image recognition and mobile auditing to measure shelf adherence against optimized planograms in real-time. Integrated with vast global sales and consumer data, it enables retailers to identify compliance gaps, optimize assortments, and boost sales performance. The solution supports field teams with task management and analytics for scalable store execution across chains worldwide.

Pros

  • Deep integration with proprietary sales and consumer data for actionable insights
  • AI-powered image analysis for accurate, automated compliance checks
  • Scalable for global enterprises with multi-store, multi-format support

Cons

  • High cost suitable only for large enterprises
  • Steep learning curve for non-expert users
  • Customization requires significant setup time

Best For

Large CPG companies and retailers needing data-rich, enterprise-scale planogram compliance across global operations.

Pricing

Custom enterprise pricing starting at $50,000+ annually, based on scale and modules; contact sales for quote.

Visit NielsenIQnielseniq.com

Conclusion

The reviewed planogram compliance tools showcase the innovation in retail execution, with the top three—Trax, CompliantIA, and Skuuudle—standing out for their unique strengths. Trax leads as the top choice, leveraging AI-powered image recognition to automate audits efficiently. CompliantIA and Skuuudle follow as strong alternatives, offering real-time mobile verification and mobile-first AI data capture, respectively, to suit diverse operational needs.

Trax logo
Our Top Pick
Trax

To elevate your retail compliance, start with Trax—its robust capabilities set a benchmark for streamlined, data-driven execution, and exploring its features first ensures you maximize shelf performance.