May 9, 2026
Owning a field force is one of the largest costs on any CPG’s balance sheet. Every day, thousands of sales reps visit stores to sell and support retail execution, capturing data, checking compliance and adjusting promotional displays along the way. These activities are crucial, yet they’re also costly, especially in markets where labour costs are high and employment regulations limit flexibility.
In some regions, this makes field operations both more expensive and less flexible, which means every in-store minute has to count. That reality reinforces the growing need for efficiency and automation through Image Recognition.
Too often, sales teams are laser-focused on simply getting visits done. Fixing shelves, measuring compliance or capturing photos can feel like “low-value” admin work. And when KPIs or bonuses depend on self-reported data, inconsistencies and inaccuracies inevitably creep in.
Field teams are hired to sell and optimise, not to spend hours counting packs, logging prices and filling forms. But without automation, that’s exactly where much of their time goes. The outcome? Fewer productive visits, slower fixes and decisions made on partial or incomplete data.
That’s where Image Recognition changes the game. By automating shelf capture and surfacing Next Best Actions during the visit, IR helps reps spend less time collecting data and more time selling, improving in-store productivity in some cases by up to 50%.
When retail execution relies on manual data capture, it creates a cascade of inefficiencies:
The shift with IR is immediate and measurable. Field teams using image-based automation often achieve one to two extra visits per day, stronger compliance and faster corrective actions, all driving direct uplifts in sell-through and trade ROI.
One of IR’s biggest advantages is its speed to impact. It fits easily into existing tech stacks, so there’s no downtime, no heavy lift and no risk with results start showing in weeks, not months.
Working with a multi-country snacks and confectionary manufacturer, we helped streamline audit speed and quality control across several markets.
The impact was immediate:
Once IR becomes part of daily operations, its benefits compound. What begins as data automation evolves into strategic optimisation.
Working with AG Barr, one of the UK’s most iconic drinks manufacturers, we helped automate shelf capture across their field operations.
As a result, the team reduced audit and admin time by 50% per visit. With 96% data accuracy across more than 300 SKUs, field reps gained two additional visits per day and managers finally had consistent, region-wide visibility into execution quality.
Commercial leaders must align their field force around a metric framework that links activity to direct revenue impact. A robust field force optimisation aligns around four key pillars:
Tracking these metrics ensures every rep, visit and fix contributes directly to commercial outcomes.
Curious what your team’s uplift could look like? Use our Free Image Recognition ROI Calculator to estimate time savings, additional visits and revenue impact based on your own data.
The technology is powerful, but lasting impact depends on how well it’s embraced by field teams. Even the most advanced IR solution delivers its full value only when reps clearly see the benefits in their day-to-day work.
At Neurolabs, our work with CPGs shows three clear maturity stages:
The lesson? People-first transformation wins. Field teams who understand and benefit from IR insights become champions of continuous improvement, not reluctant users.
Field force optimisation isn’t about replacing people, it’s about freeing them to sell.
With IR, CPGs unlock three strategic advantages:
And perhaps most importantly, happier, more empowered field reps.
Manual retail execution is yesterday’s game. Image Recognition brings the visibility, accuracy and speed that modern field teams need to thrive, transforming them from data collectors into sales drivers.
The CPGs who act now will define the next era of field excellence: one where every visit counts, every shelf tells the truth and every rep drives measurable value.
Don’t just take our word for it, see your potential impact. Try the Image Recognition ROI Calculator and discover how much cost and revenue lift is possible in your field operations.
This article is part of our ongoing series exploring the Four Strategic Levers of Retail Execution in 2025.
If you missed the first instalment, start with From Compliance to Growth: Why Smarter Audits Drive Retail Execution, where I unpacked how intelligent audit automation drives visibility and speed across the shelf.
In this second piece, we’ve focused on Field Force Optimisation, turning data collectors into sales drivers through the power of Image Recognition.
Next, I’ll explore Inventory Optimisation and how connecting shelf visibility to supply chain systems can finally close the loop between what’s planned, shipped and sold.
– Remus Pop, CRO & Co-Founder, Neurolabs
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