MooMind LLC · computer vision, AI and industrial systems
Custom development

When an existing solution is not enough — we build around your process

From a feasibility prototype to an installed system: models, operator interfaces, integrations and support.

Four stages

From an idea to an industrial system — with measurable results at each step.

01
Scope and criteria
Define the task
Agree what to detect, how the result will be used and how to measure quality.
02
Typically 4–8 weeks
Test on your data
A feasibility prototype on representative recordings. The schedule starts when data and evaluation criteria are ready.
03
Site-specific schedule
Install and validate
Select cameras and lights, install equipment, connect your systems and test during real shifts. Hardware delivery and site access are scheduled separately.
04
After acceptance
Scale and support
Extend to more lines after the agreed criteria pass. Monitor quality and update models as production changes.
Ways to work together

Three ways to start — for your task and timescale.

Recommended starting pointOption 01
Feasibility test on your data

Check whether AI fits your process before investing in a wider rollout.

Collection and annotation of your data
Model training for the task
Demo with measured accuracy
Feasibility report and scaling plan
Typically 4–8 weeks after data readinessOn request
Option 02
Complete project delivery

Bring the solution into production and integrate it with your IT systems.

The full research → production cycle
User interfaces, backend and mobile applications
1C / MES / ERP integration
Acceptance against agreed metrics
Defined delivery stagesOn request
Option 03
Support and development

Maintain accuracy when production conditions change and extend the system.

SLA monitoring and support
Model retraining on new data
New use cases and metrics
Rollout to additional lines
SLA modelOn request
Technical pipeline and integration details
How it works

An end-to-end pipeline, from camera to ERP. Video stays on site.

Camera / RTSPvideo stream from the line
Detectorinference on edge / GPU
Analyticsmetrics and events
Dashboard / APIreports and alerts
MES · ERP · 1Cyour IT environment
Technology

We cover the full cycle in house — from models to industrial integration.

ML and computer vision
PyTorchTensorFlowOpenCVDetectionSegmentationPose EstimationTrackingOCRRegression
Edge and GPU
NVIDIA RTXNVIDIA JetsonTensorRTONNX RuntimeCoreMLEdge inference
Backend and infrastructure
FastAPIPostgreSQLRedisCeleryDockerKubernetes
Frontend and mobile
ReactNext.jsKotlin · AndroidSwift · iOS
Industrial integration
1COPC UAMQTTRTSP / GStreamerREST API
Questions

What customers ask before starting.

A feasibility test typically takes 4–8 weeks after representative data is ready. Hardware supply, installation and live-shift validation follow a separate site-specific schedule.

We agree target metrics before starting. The pilot measures results on your data, so you decide whether to scale based on achieved accuracy.

We adapt models to workshop lighting, camera angles and domain shift. During Discovery, we review the current camera setup and recommend extra cameras or lighting where needed.

Your data remains yours. Source code transfer is optional and agreed in the contract. Inference can run on premises without sending video outside your site.

Through REST APIs and industrial protocols such as OPC UA, MQTT and RTSP. We send line events and metrics to your business systems and dashboards.

Yes. MooMind is an accredited IT company in Russia and can support projects under Federal Laws 44-FZ and 223-FZ where applicable.

It depends on camera and line counts, data volume and integrations. We start with a pilot with a fixed budget and schedule. A detailed estimate follows Discovery.

Let's discuss your project

Describe what you need to check or measure. We will clarify the process, available data and a suitable next step.

PROJECT ENQUIRY

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Or contact us directly: +7 903 884 88 53·info@moomind.tech