
Shelf recognition that works anywhere.
Even without internet.
Results
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+3% improvement in product availability in 3 months
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98% planogram compliance achieved in 6 months
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30-40% of stores with incorrect promo prices caught from month 1
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x2.5 faster shelf audit per store visit
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+40% field team efficiency
Results verified across categories, pack sizes, and store formats.
The Problem
Poor data quality
Up to 30% of merchandiser photo reports contain errors, are falsified, or are incomplete. Manufacturers make decisions based on a distorted picture of what is actually on the shelf.
Products missing from shelf
20-40% of a manufacturer's products are regularly absent from the shelf or back room. Stock issues are not captured or reported too late to act, cutting into revenue and shelf share.
No planogram control
Without systematic monitoring of shelf display standards, violations go unnoticed. Brand presence drops in both chain retail and independent stores.
Mizaris AI replaces the manual layer entirely.
Not another report on top of it.
How It Works

Capture
Field rep takes a shelf photo inside the app they already use. No new login, no new device, no retraining.

Recognize
Mizaris AI identifies each product, its size, price, and shelf position in 1–5 seconds. It works both online and offline, with results available instantly.

Act
Dashboard shows product availability, planogram compliance, and promotional execution. Same day, not next week.
Why Mizaris AI?
Works
offline
Unlike cloud-only solutions, Mizaris AI can process photos even without internet. Critical for traditional trade, remote stores, and low-signal environments.
Fits into what you already use
Connects to your existing field app via API in 2 weeks. Field teams work exactly as they do today. No new app, no migration, no retraining.
Recognizes
any format
Different pack sizes, shapes, and categories. Distinguishes 0.35L from 0.5L from 1L of the same product. Handles photo tilt up to 35° for narrow-aisle stores. Not limited to standard shelf formats.
No replacement required
Run Mizaris AI alongside whatever you already have.
Add it as a parallel layer.
No switching costs,
no procurement risk.
The Pilot
Up to 800 SKUs, up to 20 field users.
Real data on your own shelves before you scale.

You choose the scope
Up to 800 SKUs, your own products plus competitors. We scope stores, products and timeline together on the first call.

Field execution (~1 month)
Field users run real visits while the model is fine-tuned on your shelves.

Pilot preparation (~1 month)
Catalog collection and labeling for your SKUs, model training tuned to your products.

Results report
A pilot summary report with key metric evolution, by store and by product.

Your team works as usual
Dedicated field users are trained and onboarded in real stores. They capture photos in the app they already use.

Then you decide on scaling
If the numbers work, we move to phased rollout for all field and office users.
FAQ
Who is the team behind Mizaris AI?
Mizaris AI is built by ST Software FZC LLC. We have extensive experience in building execution technology, with many years of helping manufacturers connect field reps to headquarters in real time. In that time, we have seen every version of the same failure: field data arrives too late, promotional budgets are spent on promotions that were never executed on the shelf, and compliance reports tell a more optimistic story than what is actually visible on the shelf. The gap between what a commercial director believes is happening in the field and what is actually happening has not gotten smaller as technology has improved. Mizaris AI is the recognition layer built to answer one question: what is actually on the shelf right now, without waiting for a manual report. We work with manufacturers, agencies, and distributors. We do not ask clients to replace what they already have. We connect to whatever systems they already use.
What categories and products does it work with?
Mizaris AI works across categories, pack sizes, and product formats. Food, beverages, personal care, household products, pharmaceutical, and more. The model is trained on your specific product catalog.
Can it work without internet?
Yes. Photos can be recognized directly on the device, although the standard recognition mode is online. This is one of the core advantages for traditional trade, remote stores, and low-connectivity environments.
How does it connect to our existing tools?
Via API. Your field team stays in the app they already use. We also have our own mobile app, if that is what you prefer. Integration takes about 2 weeks. Your IT team needs approximately 3–4 hours in the first week. Full rollout is phased over a few months.
Does it recognize brand blocks and promotional materials?
Yes. Products, prices, brand blocks, promotional displays, and their exact position on the shelf.
How accurate is it?
96%+ recognition accuracy including pack size differentiation. Recognition speed from 1 second. Works with different lighting conditions, shelf angles (photo tilt up to 35°), and store formats including traditional trade.
What does a pilot look like?
20 stores, your top products, 2 weeks. Dashboard and report delivered at the end. No annual contract required to start.
What happens after we fill out the form?
Someone from the team contacts you within 48 hours to arrange a 30-minute call.









