Trax Review
VisitAI image recognition for retail shelf execution
Trax is a computer vision platform for consumer goods brands and retailers to digitize and analyze in-store shelf conditions.
AI Panel Score
7.5/10
6 AI reviews
Reviewed
AI image recognition for retail shelf execution
Trax is a computer vision platform for consumer goods brands and retailers to digitize and analyze in-store shelf conditions.
AI Panel Score
6 AI reviews
Reviewed
Field reps, merchandisers, or in-store cameras capture shelf images that Trax processes with its computer vision models. The system identifies individual products, returns shelf-level metrics such as out-of-stock items, share of shelf, and planogram adherence, and surfaces issues for follow-up. Customers can run image recognition in the cloud through Cloud IR or locally on mobile devices through On-Device IR for real-time results without a network round trip.
Beyond raw recognition, Trax packages its data into several execution products. Signal-Based Merchandising directs work to stores based on detected shelf signals, while Dynamic Merchandising uses an on-demand workforce to resolve urgent in-store issues. The Trax Connector integrates the platform with Salesforce Consumer Goods Cloud, and an augmented reality module assists reps during in-store visits. The company has assembled additional capabilities through acquisitions including Shopkick, Planorama, Survey.com, LenzTech, and Quri.
Trax targets consumer packaged goods manufacturers and retailers in categories such as alcohol, food and beverage, household, baby and children, over-the-counter, and pet care, with users in category management, sales, procurement, and technology roles. Pricing is not published on the website and is handled through sales contact. Comparable vendors in the retail image recognition and shelf analytics category include Vispera, ParallelDots ShelfWatch, and Neurolabs.
The platform is delivered as a cloud service with mobile capture applications, and On-Device IR runs the recognition models directly on iOS and Android devices for offline-capable processing. Integrations include Salesforce Consumer Goods Cloud, and Trax states it operates across more than 80 countries.
Surfaces share-of-shelf and category performance metrics derived from image recognition across stores.
Dashboard exposing per-store KPIs and shelf condition insights for category and field managers.
Unifies in-store signals, transactional receipt data, and consumer insights into a single retail analytics platform.
Generates real-time alerts for out-of-stock and misplaced SKUs so field reps can correct shelves on the spot.
Cloud-based AI image recognition that digitizes shelf photos to detect SKUs at scale.
Edge image recognition that processes shelf images directly on mobile devices for instant SKU detection.
Consumer engagement module that runs in-store loyalty and shopper interaction programs.
Native integration with the Shopkick consumer rewards app for in-store shopper engagement campaigns.
Captures point-of-sale materials presence and condition data alongside shelf imagery.
Compares observed shelf layouts to planograms to flag misplacements and compliance gaps.
Continuously monitors shelf state across stores to surface availability and stocking issues from image data.
On-demand merchandising workforce platform for dispatching in-store reset, audit, and activation tasks.
Pricing requires contacting the vendor. Trax is an enterprise CPG image-recognition and retail-execution platform sold via sales-led engagements; tiers are scoped to brand size, store footprint, image-recognition volume, and deployment mode (cloud vs on-device IR).
Trax's image-recognition arm just got sold to Gemspring and merged with FORM — same product, new owner.
“In February 2026 Trax Limited divested its image-recognition business to Gemspring Capital, which combined it with FORM (formerly GoSpotCheck) to form a 750+ customer retail execution platform. The technology is mature with deployments in 80+ countries and references including AB InBev, Coca-Cola, and Unilever, but you're now buying from a PE-owned merger-in-progress.”
Trax just changed shape. In February 2026 the image-recognition business was sold to Gemspring Capital and folded into FORM. The product you're evaluating is now a different company.
On the merits, the platform is real. On-Device IR runs the recognition models on iOS and Android without a network round trip, Trax Connector ties into Salesforce Consumer Goods Cloud, and the combined Gemspring entity claims 750+ customers across 80+ countries. AB InBev, Coca-Cola, Heineken, and Unilever sit on the reference list. Vispera and Neurolabs are pulling at the same CPG buyers.
However, the roadmap question is wide open. New PE owner, fresh merger integration with FORM, contract-only pricing, no published rate card. Pilot one category across three markets for six months before signing the enterprise commitment. Watch how the merged product line lands by Q4.
The combined Gemspring entity claims 750+ customers across 80+ countries against Vispera, Neurolabs, and ParallelDots ShelfWatch.
AB InBev, Coca-Cola, Heineken, and Unilever as references defend the choice, but the PE handoff is a board question.
Enterprise contract-only pricing plus a fresh merger integration means slower onboarding than a self-serve alternative.
Mature CPG image-recognition platform with Cloud IR and On-Device IR fits multi-market shelf execution use cases.
Trax Limited divested the IR business to Gemspring Capital in February 2026 — PE-backed survivor, but merger integration with FORM is in flight.
CPG enterprise teams that need image-recognition at multi-market scale.
Buyers who need published pricing or a stable single-vendor roadmap.
Trax sells the field workforce alongside the recognition — that's the moat, not the computer vision.
“Founded 2010 in Singapore by Joel Bar-El and Dror Feldheim, Trax raised a $640M Series E in April 2021 led by SoftBank Vision Fund 2 and BlackRock, and now runs across 80+ countries with anchor accounts including AB InBev, Coca-Cola, and Unilever. The catch is procurement gravity — enterprise-only contracting fits a global CPG standardizing shelf execution, not a regional brand wanting per-store analytics.”
Most shelf-AI vendors stop at the pixel — Cloud IR returns a JSON of SKUs and someone still has to fix the gap. Trax bought the dispatch layer. Shopkick, Survey.com, and Quri wrapped Dynamic Merchandising and an on-demand field workforce around the recognition output.
On-Device IR matters more than the cloud version. Running the models directly on iOS and Android removes the upload step in markets where bandwidth is the actual constraint — and 80+ countries is mostly those markets. The Salesforce Consumer Goods Cloud connector is the right integration to ship first. Pure-recognition vendors like Vispera and Neurolabs don't carry that operational depth.
However, the tradeoff is procurement shape. The Series E and 55+ patents funded an enterprise contract model — no published pricing, sales-led only. For a global CPG consolidating shelf execution across alcohol, beverage, and household categories, that fits. A regional brand wanting per-store recognition billing should look at ParallelDots ShelfWatch.
Sits ahead of Vispera, Neurolabs, and ParallelDots ShelfWatch on operational depth, not just recognition accuracy.
Anchor accounts including AB InBev, Coca-Cola, Heineken, Unilever, and Sanofi show the shape matches how global CPG runs shelf execution.
Salesforce Consumer Goods Cloud connector is the right primary integration; mobile capture covers iOS and Android but the surface is sales-led.
Enterprise contracts plus an embedded workforce create durable lock-in but limit exit optionality over a three-year horizon.
55+ patents, dual Cloud IR / On-Device IR stack, and an integrated merchandising workforce signal real craft depth.
Global CPG manufacturers who manage shelf execution across thousands of stores.
Regional brands who want per-store recognition billing.
Sales-led only, no rate card — and the counterparty just merged with FORM in February 2026.
“No published pricing, custom enterprise paper, terms by sales. Add a fresh M&A integration risk on top of the contract you sign.”
Roughly $1.03B raised across eleven rounds. The 2021 Series E ran $640M, led by SoftBank Vision Fund 2 with BlackRock and Warburg Pincus. Founded 2010 in Singapore. Merged with FORM in February 2026. Procurement now signs paper with a combined entity, not the pre-merger Trax.
Cloud IR and On-Device IR are the platform anchors. Pricing scopes to image volume, store footprint, and deployment mode. No public rate. Compare Vispera and Neurolabs — same sales-gated motion, narrower scope. The tradeoff is bundle versus benchmark. Trax Connector for Salesforce Consumer Goods Cloud lands the data, but you can't unbundle the line items.
Ask the per-store per-month rate. Ask the image-recognition overage band. Ask which acquired stack — Shopkick, Planorama, Survey.com, Quri — your contract rides on. Term length, auto-renewal, termination-for-convenience. M&A migration cycles favor the vendor.
Sales-gated enterprise invoicing; ~$1.03B raised with BlackRock and SoftBank Vision Fund 2 gives a real counterparty.
Enterprise paper with no public termination-for-convenience; February 2026 FORM merger adds mid-term roadmap risk.
No published rate card; contact-sales only, no tier visibility for procurement.
Shelf-execution metrics like OSA, share-of-shelf, and planogram compliance are directly measurable from image recognition output.
Bundled execution stack with hidden line items; image-volume scaling lacks a published overage band.
CPG manufacturers running global shelf-execution programs across many stores.
Small brands needing transparent per-store pricing without sales-led contracts.
On-Device IR plus a dispatch workforce, but the SKU training runway lives entirely behind sales.
“Trax bundles edge image recognition, an on-demand merchandising workforce, and CPG-grade integrations across 80+ countries. The catch is no published docs, no API reference, and a sales-gated SKU training timeline for every brand.”
Out-of-stock at 4pm on a Friday is the daily fight for any CPG field team. Trax's On-Device IR runs the recognition models on iOS and Android, so a rep in a basement aisle without LTE still gets share-of-shelf and planogram flags before walking out. ShelfWatch from ParallelDots offers similar edge inference, but Trax pairs it with Dynamic Merchandising — the on-demand workforce that resolves the resets the photo just surfaced.
The patent stack (55+) and the rollups — Shopkick (2019), Planorama (July 2019), Survey.com (2020), Quri — give the platform real category-level signal data across 80+ countries. The Salesforce Consumer Goods Cloud connector is the integration a field-rep manager opens daily.
But there's no public docs, no API, no SKU training timeline — every model trains through sales-led onboarding. Vispera publishes more practitioner-facing material. A regional CPG evaluating against in-house computer vision burns months before a first store walk produces a useful audit.
On-Device IR handles offline shelf snaps, but each new SKU or retailer routes back through sales-led retraining.
No public docs, no API reference, no changelog — practitioner research starts with a sales call.
Every new retailer, SKU, or planogram update is an onboarding ticket — there is no self-serve sandbox.
Trax Data Platform, Signal-Based Merchandising, and Dynamic Merchandising stack scales into enterprise CPG execution depth.
The Salesforce Consumer Goods Cloud connector slots into existing CPG field-rep stacks without rip-and-replace.
Enterprise CPG brands who need shelf execution data tied to a dispatchable field workforce.
Regional CPG teams who want self-serve onboarding without a sales contract.
Real shelf execution running in 80+ countries, but evaluating Trax means a sales call and an MSA
“Trax processes shelf photos with computer vision and bundles the data into a merchandising workforce and Salesforce connector, running in 80+ countries for customers like AB InBev and Coca-Cola. Founded in 2010 in Singapore, valued at $2.4B after a $640M Series E led by SoftBank Vision Fund 2 in 2021, with no public pricing or trial.”
Field reps walk a planogram, photograph a shelf, and the screen lights up with red boxes around wrong-spot SKUs. That is what Trax looks like at 7am in a Tesco aisle — a phone doing the boring part before the day really starts.
Two recognition modes do the work. Cloud IR sends images up; On-Device IR runs locally on iOS or Android when store Wi-Fi is a polite suggestion. Twelve years in, 55+ patents, customers like AB InBev and Coca-Cola across 80+ countries. Neurolabs sells just the recognition API. Trax sells the stack — planogram compliance, a merchandising workforce, a Salesforce Consumer Goods Cloud connector.
But there is nothing here to evaluate yourself. No pricing, no trial, no public docs — just a Contact Sales button and a surface stitched from five acquisitions including Shopkick and Planorama. Month three you trust the field results or wonder which acquired bit of glue just broke.
Enterprise platform without a public sandbox; daily polish hard to assess beyond the rep-facing capture flow.
Photo-to-result is straightforward for field reps; the analytics, workforce, and connector layers add depth over time.
On-Device IR runs the recognition model directly on iOS and Android — mobile is the primary surface, not an afterthought.
No self-serve start exists — every onboarding begins with a sales call and a custom contract.
Twelve years of operation, 55+ patents, and live deployments at AB InBev and Coca-Cola in 80+ countries.
CPG brand teams who need shelf-level visibility across thousands of stores.
Solo operators who want a self-serve trial before talking to sales.
$1.03B raised, then the image-recognition business was carved out to Gemspring in February 2026.
“Trax is a 2010-founded image-recognition platform with deep CPG logos and $1.03B raised across 11 rounds. The catch is that the image-recognition unit was divested to Gemspring Capital and merged into FORM in February 2026, so the product you're buying just changed owners and leadership.”
The image-recognition business got carved out. Gemspring Capital bought it and merged it into FORM in February 2026. Same product. New owner. That changes the math on a multi-year contract.
What you're buying is still real. Cloud IR plus On-Device IR for offline-capable SKU detection, Signal-Based Merchandising routing field work to the stores that need it, planogram compliance across 80+ countries. AB InBev and Coca-Cola in the logo wall. The tech survived the carve-out.
But $1.03B raised since 2010, a $640M Series E in 2021, and now the core IR asset sits inside a smaller PE-owned vendor. Vispera and Neurolabs play this lane cheaper without the integration drag. Underwrite who's running the roadmap in 18 months — that name is Ali Moosani now, not the founders.
Cloud IR plus On-Device IR combined with field-workforce execution is real differentiation versus Vispera and Neurolabs.
Proprietary IR models, deep Salesforce CG Cloud integration, no public API or migration path documented.
Divestiture to Gemspring and new CEO Ali Moosani inside FORM are yellow flags for roadmap continuity.
Capability claims align with what the product ships; pricing opacity is category norm for enterprise CPG software.
Sixteen years in a category that has buried multiple shelf-IR competitors; the carve-out is a category-pattern signal.
CPG brands who need shelf image recognition at enterprise scale.
Small retailers who want self-serve pricing and quick onboarding.
Common questions answered by our AI research team
Trax does not publish pricing. The platform is sold via custom enterprise contracts for CPG brands and retailers, so prospective buyers request a quote through the Trax sales team.
Trax uses AI-powered computer vision to digitize retail shelves, detect SKUs in real time, and measure planogram compliance. It offers both Cloud IR and On-Device IR built on 55+ patents and billions of trained images.
Trax targets CPG manufacturers and retailers across alcohol, food and beverage, household, baby, OTC, and pet care. Customers include AB InBev, Coca-Cola, Heineken, Unilever, and Sanofi running execution across 80+ countries.
Yes. Trax Execution coordinates on-demand merchandising and a flexible field workforce for store visits, while Trax Data combines in-store signals, transactional data, and consumer insights to drive activation.
Yes. Alongside Cloud IR, Trax offers On-Device Image Recognition that processes shelf images directly on a mobile device, which suits markets or workflows where uploading to the cloud is impractical.
