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We walk the line, the aisle, or the ward. We map the constraint, the data that exists, and the decision that has to change.
We design and deploy production AI systems for manufacturing, retail, CPG, and health — grounded in real operations, throughput, and yield, not slides.
Shop-Floor Ready
Sub-15ms edge inference
Domain Copilots
Grounded in SOPs & MES
24/7 Operations
Unattended shift reliability


AI that belongs on the shop floor.

Decisions at the speed of the floor.

From plant to pallet to panel.

Assist the clinician. Never replace judgement.
Models are cheap. A system that a night-shift supervisor will trust is not. We take AI from a promising notebook to a running operation.
Explore solutionsLive views of throughput, yield, labour, and exceptions — so supervisors act on the hour, not the month-end report.
Inspection, shelf, safety, and document vision models wired into the line, the store, and the clinic — not left in a notebook.
Demand, inventory, and capacity models that respect promotions, seasonality, lead times, and the messy data you actually have.
Assistants grounded in your SOPs, MES, ERP, and clinical notes. They draft, retrieve, and route. They do not invent policy.
Pipelines, feature stores, evaluation, and model ops that survive shift changes, audits, and the next vendor swap.
SAP, Oracle, Dynamics, custom MES, EHR, and store systems. Training for the people who will run it on Monday morning.
A structured method to validate constraints before code and build systems that run unattended.
We walk the line, the aisle, or the ward. We map the constraint, the data that exists, and the decision that has to change.
Architecture before algorithms. Human workflow, model choice, integration path, and the metric that will prove it worked.
Production systems with monitoring, fallbacks, and access control. If it cannot run unattended, it is not done.
Measure, retrain, and hand over. We leave operators with a system they own — not a dependency they cannot explain.
Illustrative of the work we take on across high-mix production floors, omnichannel retail, and clinical wards.

A discrete manufacturer needed defect catch-rate without slowing changeovers. We deployed in-line vision, tied rejects to root-cause codes, and put a live quality board on the cell.

A multi-banner retailer was over-ordering on fashion and stocked-out on basics. We built a demand model that planners could override, with a weekly ritual instead of a black box.

A hospital group was losing hours to notes. We designed a copilot grounded in local templates and coding rules — assistive, reviewed, and never a substitute for clinical judgement.

Sidstack Solutions Private Limited was formed in 2022 to put AI to work where goods are made, sold, shipped, and care is delivered. We are a solutioning firm — not a lab, not a body shop.
A plant, a banner, a brand, a pathway. We will tell you honestly whether AI is the right lever — and what it would take to put it in production.