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Why Retail Execution is Broken – and How AI Can Fix It

Walk into any supermarket, bar, or retail store, and you’ll see hundreds of small but critical details that determine whether a product succeeds. Is it placed at eye level? Is the price accurate? Does the promotion stand out? These are the invisible battles of retail execution.

Date

September 8, 2025

Author

Rafael Moiseev

Time reading

8 min

Solution
AI
No items found.
CPG
Beverage

Why Retail Execution is Broken – and How AI Can Fix It

Walk into any supermarket, bar, or retail store, and you’ll see hundreds of small but critical details that determine whether a product succeeds. Is it placed at eye level? Is the price accurate? Does the promotion stand out? These are the invisible battles of retail execution.

Date

September 8, 2025

Author

Rafael Moiseev

Time reading

8 min

Solution
AI
No items found.

Table of contents

Author Details

Rafael Moiseev

Tech Go-To-Market Expert | Builder of Powerful Marketing Machines | Growth Strategist | AI Enthusiast

What Retail Execution Really Means (and Why It’s Failing)

At its core, retail execution is about making sure the strategy defined at headquarters actually happens in the field. That includes:

  • Planning store visits
  • Executing on-trade activities (bars, restaurants, cafés)
  • Conducting off-trade audits (supermarkets, retail stores)
  • Capturing orders, photos, and surveys.
  • Reporting back to the CRM - ideally without extra paperwork.

Traditionally, reps relied on pen and paper or legacy CRM extensions to handle these tasks. But the results were:

  • Manual and error-prone processes - checklists scribbled in notebooks.
  • Slow reporting cycles - managers waited days or weeks for updates.
  • Inconsistent execution - every rep did things differently.
  • Limited visibility - headquarters had no reliable window into store conditions.

The consequences are costly: missed promotions, lost sales, and wasted marketing investments.

Research shows that companies using mobile retail execution apps can increase field visits by up to 30% and boost productivity by 16–18% compared to those relying on manual methods.

Clearly, the old way isn’t working. But AI offers a smarter path forward.

How AI is Transforming Retail Execution

Artificial intelligence is not just another add-on to existing sales tools. When embedded natively into retail execution platforms, AI fundamentally reshapes how reps plan, execute, and report their work.

One example of this new wave of solutions is CT REx, a Microsoft Power Apps - based SFA tool created for CPG and retail industries. CT REx brings AI directly into the workflows of field reps, making every visit smarter, faster, and more consistent.

Here’s how AI (and CT REx specifically) is transforming the field:

1. Smarter Planning & Visit Recommendations

Instead of manually deciding which accounts to visit, AI-driven engines analyze:

  • Account segmentation (e.g., A = most important, C = least).
  • Visit frequency rules (e.g., “every store must be visited every two weeks”).
  • Route optimization (so reps don’t waste hours zig-zagging across a city).

In CT REx, this shows up as a color-coded visit plan. Regular visits appear in one color, while AI-recommended visits - generated from segmentation and route planning - appear in another. Reps can accept or decline them, but they no longer start from scratch.

The result: less wasted time, fewer missed opportunities, and more customer-facing hours.

2. Automated Store & Shelf Audits

One of the most tedious parts of a sales rep’s job is the store audit - manually checking shelves, menus, and displays for compliance. AI transforms this process by:

  • Menu Data Analysis: Crawling bar and restaurant websites, parsing menus, and detecting whether the brand is listed - alongside competitor products and pricing.
  • Image Recognition: Using smartphone cameras to scan shelves and instantly identify facings, stock levels, and compliance.
  • Pre-Populated Checklists: In CT REx, AI fills out most of the visibility audit before the rep arrives, requiring only minor adjustments.

This shifts audits from hours of paperwork to a few clicks - while dramatically increasing accuracy.

3. Real-Time Insights & Copilot Assistance

AI isn’t just about capturing data; it’s about making sense of it in the moment. Field reps using CT REx can rely on copilots and assistants to:

  • Summarize CRM history before a visit.
  • Highlight missing information (“Find out who the new assistant manager is”).
  • Suggest upsell opportunities based on competitor activity.
  • Auto-summarize visit notes with voice-to-text transcription and AI-generated action items.

For managers, this means real-time visibility into field activity. For reps, it means less time writing reports - and more time influencing sales outcomes.

Offline, Flexible, and Microsoft-Powered

One of the biggest frustrations in retail execution is connectivity. What happens when a rep loses signal inside a store or in a rural location?

CT REx solves this with smart offline caching, ensuring that all key data is stored locally and synced later. AI features may pause without internet, but core visit workflows continue seamlessly.

Equally important: flexibility. Unlike older tablet-only apps, CT REx is device-agnostic, running on iOS, Android, or desktop.

For companies already invested in the Microsoft ecosystem, CT REx is a natural fit:

  • Dynamics 365 CRM as the backbone.
  • Power Apps for low-code customization.
  • Power BI for analytics and reporting.
  • Teams, Outlook, SharePoint for collaboration.
  • Azure OpenAI and Copilot for embedded intelligence.

This creates a future-proof retail execution ecosystem, deeply aligned with Microsoft’s roadmap.

Key Use Cases for CPG Leaders

AI-powered retail execution isn’t abstract - it’s solving real problems today.

  • On-Trade (Bars, Restaurants, Cafés):
    • Ensure products appear on menus.
    • Track competitor presence (e.g., Captain Morgan vs. Bacardi).
    • Deploy and monitor promotional activations.
  • Off-Trade (Supermarkets, Retail Stores):
    • Verify shelf placement and stock levels.
    • Ensure pricing and contracts are respected.
    • Capture competitor promotions instantly.
  • Cross-Channel Opportunities:
    • Capture orders on the spot.
    • Run surveys and loyalty programs.
    • Track brand visibility against competitors.

With CT REx, every visit becomes a mix of observation, execution, and selling - but with far greater speed and consistency.

Why This Matters for Business Leaders

Retail execution might sound tactical, but it has a direct impact on revenue. Poor compliance or late reporting can sink entire campaigns. Conversely, companies that invest in AI-powered SFA tools like CT REx:

  • Increase rep capacity - more visits per day, less time wasted.
  • Improve compliance - ensuring promotions and pricing land as planned.
  • Gain competitive edge - spotting competitors moves faster.
  • Unlock growth - by feeding clean, real-time data back into strategy.

In an industry where margins are thin and shelf space is competitive, execution is strategy.

Conclusion: The Fix for a Broken System

Retail execution is broken because too many companies still rely on outdated tools and disconnected processes. Reps waste time on admin. Managers lack visibility. Data arrives too late to be useful.

AI fixes this by:

  • Automating repetitive tasks.
  • Delivering real-time insights.
  • Connecting the field and back office seamlessly.

Solutions like CT REx (Customertimes Retail Execution) embody this new standard. With its AI-first design, deep Microsoft integrations, and offline-ready flexibility, CT REx shows how execution can shift from being a bottleneck to becoming a growth driver.

The future of retail execution isn’t manual. It’s intelligent, connected, and AI-driven.

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