If you have both Trax and Vision Group on your shortlist, you are probably solving a specific problem: you need to know what is actually happening on your shelves across hundreds or thousands of stores, and you need that information to do something useful before it goes stale.
Both retail execution and intelligence platforms use AI image recognition to read shelf photos and tell you what is and isn’t where it should be. That is where the overlap ends. What they do with that information, how fast it gets to the right person, and whether it connects back into how you plan your next reset — that is where they diverge.
This comparison is built around the 10 use cases that put both platforms on the same shortlist. For each one, you will see exactly what each platform delivers and where the gap is. By the end, you will know which one fits the job your team is actually hiring for.
Both Trax and Vision Group are retail execution intelligence platforms. This type of software exists to solve one structural problem: the distance between what a brand plans at HQ and what a shopper finds on the shelf.
A category manager at a food and beverage brand spends weeks building a planogram. The reset happens. And from that moment forward, nobody at HQ has a reliable, current view of whether that shelf is holding.
Field reps visit stores and submit reports, but those reports reflect what reps think they saw, not what a camera independently confirmed. Syndicated data from Nielsen or Circana covers roughly 10% of outlets and arrives weeks after the fact. Neither source tells a category manager what is actually on the shelf in a specific store right now.
Retail execution intelligence platforms close that gap.
They give CPG brand teams a continuous, AI-powered view of shelf conditions across their full store network — so a retail execution director at a beverage company can see compliance across 6,000 stores the same day field visits happen, not three weeks later when the syndicated report lands.
This type of software is most relevant to four roles:
Trax was founded in 2010 and built the earliest commercial AI image recognition platform for CPG shelf execution. For over a decade it was the category reference point — the platform enterprise CPG brands went to when they wanted to move from manual shelf audits to computer vision at scale.
The platform captures shelf images through mobile devices, fixed cameras, or robotic scanning. Its AI reads those images against a SKU database, produces planogram compliance scores, measures share of shelf, identifies out-of-stocks, and tracks on-shelf availability. Its image recognition accuracy is strong. Its coverage — 80+ countries, 30 of the world’s top 50 CPG companies in its customer base — is genuine.
In February 2026, Trax merged with FORM, the company behind GoSpotCheck and FORM OpX. The combined entity is backed by Gemspring Capital. The merger brings Trax’s image recognition together with FORM’s field task management tools. The integrated product roadmap is still being built.
Notable clients and outcomes: Mars Petcare used Trax to run a Perfect Store compliance program and recorded an 11% pet category sales lift and a three-fold increase in category captaincies over three years. GoGo SqueeZ saw an 11% increase in points of distribution and 26% year-over-year sales growth. A global brewer increased revenue by 8–16% in stores using Trax store-level task delivery. Mondelez, Pernod Ricard, Unilever, AB InBev, and Suntory Global Spirits are among its active accounts.
Vision Group has been building retail AI for 11 years. Its platform connects five capabilities in one closed loop: a product data library with over 1.3 million validated SKUs, planogram building and conversion tools, assortment optimization from store-level demand data, demand intelligence, and Store360 — its field execution and shelf compliance product.
The platform serves 340+ enterprise clients across 75+ countries.
Store360 is the product that most directly competes with Trax. It uses AI image recognition to read shelf photos, measure planogram compliance, flag out-of-stocks, score share of shelf, and verify promotional execution.
What it does beyond detection — how it connects that data to a corrective action in the same store visit, and how that action gets verified before the rep leaves — is the core of this comparison.
Clients include Coca-Cola, Nestlé, L’Oréal (a 30-year client relationship), Mars, Red Bull, Wegmans, Body Armor, Kenvue, Goya, Ferrero, and Henkel.
Here is what some of them say about working with the platform in practice:
“The Store360 tool is so powerful. Photos plus reporting make it easy to get store managers to act. Having conversations with store managers is so much easier now — they even ask me directly what they should order.”
— Barbara, L’Oréal
“Rep Insights lets our people sell directly in store with data in under 60 seconds.”
— Michael, Nestlé
The comparison below is built around the specific jobs CPG execution teams hire a retail execution and intelligence platform to do. These are not product features — they are the operational outcomes your team is trying to achieve. For each one, here is what each platform delivers and where the gap is:
A retail execution director needs to know whether the planogram built at HQ is being executed correctly across thousands of stores — and whether the compliance data she is looking at is actually accurate.
Trax reads shelf photos against the planogram and produces SKU-level compliance scores by store. It tells you what is wrong and where. The data reaches HQ after the visit, typically the same day or next day depending on upload and processing time.
Vision Group does the same reading and scoring, but the compliance data is available to the field rep in real time during the visit — not after it. The rep sees the deviation on her device in the aisle, gets a prioritised task to correct it, and the fix is verified before she moves to the next store.
Trax tells you what was wrong after the visit. Vision Group tells the rep what is wrong during the visit, while there is still time to fix it.
A category manager at a beverage brand needs to know when a facing goes empty — not when the weekly report surfaces it, but in time for the rep who is still in the store to put the product back on the shelf.
Trax detects out-of-stocks from shelf images and flags them in the dashboard. The alert reaches the right person after the image is processed and the visit data is uploaded. Correction depends on whether a rep is still nearby or whether the next scheduled visit catches it.
Vision Group flags the out-of-stock to the rep during the active visit. The task — restock this facing, verify with a second photo — is assigned in real time. The out-of-stock is corrected in the same visit that detected it, not the next one.
Detection speed is similar on both platforms. The window between detection and correction is where the gap opens — one platform closes it in the same visit, the other leaves it to the next one.
A category manager at a personal care brand needs to know how much physical shelf space her brand actually holds versus competitors — at the store level, not as a national average.
Both platforms measure share of shelf from shelf images. Trax produces brand and SKU-level facing counts and share calculations by store, region, and channel. It handles this well and at scale.
Vision Group produces the same measurements and connects them directly to sales performance data — a space-to-sales view that shows not just how much space the brand holds, but whether that space is generating the velocity it should. A category manager heading into a Kroger line review can present both numbers together.
Both platforms measure share-of-shelf. Vision Group goes further by connecting it to sales velocity, which is the number that actually changes a retailer buyer’s answer in a line review.
A trade marketing director at a snack brand pays for secondary display placements as part of a promotional agreement. She needs to know the display was built, in the right location, with the right product, during the active promotional window — not after it closes.
Trax verifies display execution from field photos and reports on compliance against the promotional brief. The verification data arrives after the visit. If the display was not built correctly, the correction window depends on whether a rep can get back before the promotion ends.
Vision Group verifies the display during the visit. If the location is wrong, the product is missing, or the display was not built at all, the rep gets flagged in the aisle with a corrective task. Verification happens before the rep leaves.
For trade investment to be recoverable when execution fails, the failure has to surface while the rep is still in the store. Post-visit reporting surfaces it after the promotional window has already closed.
A trade marketing director spends a significant portion of her annual budget on retailer execution commitments — space, secondary placements, promotional compliance. She needs to confirm those commitments were honoured before she authorises the next payment.
Trax provides execution data that can be used to validate trade investment compliance. It produces evidence of what was and was not on the shelf during the promotional period, supporting post-period review conversations with retail partners.
Vision Group does the same, and because verification happens in real time during the visit, the data is stronger as evidence: time-stamped, AI-verified, corrective action documented. The trade marketing director can show not just what the shelf looked like but when the fix happened and who confirmed it.
Both platforms produce trade validation data. Real-time, visit-verified records are harder to dispute in a retailer conversation than a post-period compliance report.
A retail execution director managing 300 field reps needs her team spending visit time on commercial actions — correcting shelves, talking to store managers, building relationships — not on filling out compliance forms.
Trax gives field reps a structured visit workflow. They capture images, submit data, and the platform processes the results. The documentation burden is lower than manual audits, but the rep still completes the visit and then waits for the analysis to come back.
Vision Group processes the shelf image during the visit. The rep captures the photo, gets the compliance score and task list immediately, corrects what needs correcting, verifies with a second photo, and moves on. The documentation writes itself.
“What takes a couple of minutes now used to take 15–20 minutes.”
— Michael, Nestlé
Trax reduces the manual audit burden. Vision Group eliminates the documentation step entirely — the analysis is instant, the correction is immediate, and the rep moves on.
This is the question every retail execution director should ask before signing with any platform: when my system detects a compliance failure, how fast does the correction happen?
With Trax, the workflow runs: image captured, data uploaded, analysis processed, report generated, task created, rep assigned, rep returns to the store or flags it for the next visit. The gap between detection and correction is typically measured in days.
With Vision Group, the workflow is: image captured, AI reads the shelf in seconds, rep gets a task in the aisle, correction made, second image verifies the fix. The gap between detection and correction is the length of the store visit.
“The Store360 tool is so powerful. Photos plus reporting make it easy to get store managers to act.”
— Barbara, L’Oréal
This is the structural difference the entire comparison rests on. Trax is a detection and reporting platform. Vision Group closes the loop between detection and correction in the same visit.
A category manager heading into an annual line review at Walmart needs data that a retail buyer sitting across the table cannot easily dismiss — store-level, AI-verified, recent, and connected to actual sales performance.
Trax provides store-level compliance data, share of shelf measurements, and on-shelf availability records that can be packaged as evidence for retailer conversations. It is legitimate proof material drawn from a platform the retailer knows.
Vision Group provides the same data and connects it to space-to-sales analysis — the ratio of shelf space held to category sales velocity per store. A category manager who can show a Walmart buyer that her brand’s additional facings produced a specific incremental sales lift per store, verified by AI, is presenting a fundamentally different argument than a compliance score.
Both platforms produce evidence for line reviews. Connecting that evidence to commercial outcomes — not just compliance rates — is what changes a retailer buyer’s answer.
A retail execution director at a global CPG brand needs visibility into what is happening in 8,000 stores across multiple markets — including the stores that get visited least frequently and are hardest to monitor.
Trax handles scale well. Its global infrastructure, multi-country coverage, and flexible image capture options — mobile, fixed camera, robotic — make it viable for large networks. It has a 15-year track record of enterprise-scale deployments.
Vision Group covers 75+ countries with 340+ enterprise clients and 11 years of deployment data. The distinction here is not coverage but what happens per visit: every store visit generates an immediate compliance loop, not just an image for later analysis. The stores that are hardest to visit benefit the most from every visit actually closing the gaps it finds.
“The quality of the images and data we get from Vision Group is so much better than what we had before. It made switching a no-brainer.”
— Stephanie, Advantage Solutions
Both platforms handle global scale. At scale, the compounding effect of same-visit correction versus post-visit reporting gets larger, not smaller.
A field sales manager needs to know how fast a shelf photo becomes something her rep can act on — not in the next day’s report, but in the 20 minutes she has left in that store.
Trax processes shelf images and delivers compliance analysis typically within hours of upload. The analysis is available for the next visit brief or a follow-up task assignment. For teams with high visit frequency, this works. For teams where the rep will not be back in that store for two weeks, the window to act on the analysis has already closed.
Vision Group processes the shelf image in seconds and delivers the analysis to the rep’s device during the active visit. The image becomes an action before the rep reaches the next aisle.
“Rep Insights lets our people sell directly in store with data in under 60 seconds.”
— Michael, Nestlé
Trax measures speed from image to report. Vision Group measures speed from image to correction. For a rep with 20 minutes left in the store, only one of those measurements matters.
|
Use case |
Trax (now FORM) |
Vision Group |
|---|---|---|
|
Planogram compliance at scale |
Compliance scores delivered post-visit |
Compliance scores delivered in real time, in-visit |
|
Out-of-stock detection |
Flags gaps; correction depends on next visit |
Flags gaps to the rep in the aisle; correction same visit |
|
Share of shelf measurement |
Facing counts and share by store, region, channel |
Facing counts + space-to-sales connection for line reviews |
|
Promotional display verification |
Verified post-visit; correction window may close |
Verified during visit; corrective task assigned in aisle |
|
Trade spend validation |
Post-period evidence of execution compliance |
Real-time, time-stamped, corrective action documented |
|
Field rep productivity |
Reduces manual audit burden; post-visit analysis |
15–20 min per task cut to under 2 min (Nestlé) |
|
Same-visit vs. post-visit fix |
Detection to correction: typically days |
Detection to correction: within the same store visit |
|
Line review data |
Store-level compliance and OSA evidence |
Compliance + space-to-sales tied to sales velocity |
|
Store coverage at scale |
80+ countries, mobile / fixed / robotic capture |
75+ countries, 340+ enterprise clients, 11 years of data |
|
Speed: image to action |
Hours — image to report, ready for next visit |
Seconds — image to task, actioned in current visit |
Trax is the right fit if:
Vision Group is the right fit if:
FORM and Trax announced their merger in February 2026. The combined company is backed by Gemspring Capital. The integration of Trax’s image recognition into FORM’s GoSpotCheck and FORM OpX platforms is underway.
What that means for a CPG execution team evaluating Trax right now: the product you demo today is not the finished integrated platform. Two previously separate products — built on different architectures, with different customer success models and different pricing structures — are being unified. That takes time. The roadmap will change as the integration progresses.
None of this means the merged company will not deliver. Trax has a strong 15-year track record and the FORM team has genuine retail execution depth. But a category manager or execution director making a multi-year platform commitment deserves to know that the platform she signs for today may look and operate differently in 18 months. That uncertainty is worth accounting for in an evaluation.
Yes. FORM — the parent company of GoSpotCheck — and Trax merged in February 2026. The combined organisation operates under FORM with Trax’s image recognition integrated into the product portfolio alongside GoSpotCheck and FORM OpX.
The correction loop. Trax detects what is wrong on the shelf and reports it. Vision Group detects what is wrong and closes the correction in the same store visit, then verifies the fix happened. For a retail execution director managing a field team across thousands of stores, that difference is measured in revenue — not process preference.
For CPG brand teams that need same-visit correction and store-level line review data, Vision Group replaces it. Teams that only need shelf measurement data fed into a separate execution system could theoretically run both, but in practice most find there is no reason to once the closed-loop benefit is clear.
Vision Group deploys in 1-4 weeks with dedicated onboarding, including integration with existing retail data systems, SKU library configuration, and field team training. Trax implementations typically run 3-6 months, a timeline that extends further when the post-merger FORM integration is factored in.
Yes. Mid-market brands deploy alongside enterprise clients. The platform can be scoped to a single category, a specific retail channel, or a limited store network and expanded from there.
“Vision Group has been a life changer here — a life changer. I would never even think of moving out of using them.”
— Eric, Goya
If you are re-evaluating your retail execution stack in 2026 — whether you are currently on Trax, GoSpotCheck, or still running manual audits — the right starting point is a live look at what the platform surfaces for your specific category and store network.
Book a 30-minute demo with the Vision Group team.