TswiraTswira
Custom computer vision systems for real businesses

Turn cameras and visual data into automated decisions

We design, build, and deploy production computer vision systems — object detection, quality control, surveillance, and anomaly detection — for businesses that need it running in production, not a research demo.

Object detectionQuality controlSurveillance & securityAnomaly detectionCustom model training

15+

AI Systems Deployed

5+

Industries Served

100%

Implementation Focus

Camera / image feed

Live feed or uploaded images from your existing setup

No need to replace your cameras or infrastructure.

Custom model
Detection
Classification
Tracking
Anomaly flag
Alerts & data
Real-time alert generated
Structured data logged
Sent to your dashboard or team

The Problem

Manual visual review doesn't scale

If your team is still watching footage or inspecting product by eye, you are paying for attention that runs out. That creates missed defects, missed incidents, and decisions made after the fact instead of in real time.

Inconsistent manual inspection

People get tired, miss defects, and apply different standards from shift to shift. Quality depends on who is looking.

Missed incidents in footage

No one can watch every camera, every hour. Incidents get discovered after the fact — if they get discovered at all.

Off-the-shelf tools don't fit

Generic vision APIs are built for generic problems, not your exact defects, environment, camera angles, or edge cases.

No in-house ML team

Building and maintaining a production computer vision system takes specialized expertise most teams don’t have internally.

The Solution

A vision system built around your cameras and your data

Instead of relying on human attention, a custom-trained model watches continuously, flags exactly what matters to you, and turns raw footage into structured data your team can act on.

Before

Someone watches footage or inspects product by eye
Judgment calls vary shift to shift
Incidents or defects found after the fact
No structured data on what actually happened

After

Feed is processed automatically in real time
Custom-trained model detects what matters to you
Alerts and structured data generated automatically
Your team gets a system it can act on immediately

Proven In Production

Already deployed across security, retail, and conservation

These are real, deployed systems — not concepts. The same approach applies to manufacturing quality control, defect detection, and other visual inspection needs.

Security & facilities

Real-time video monitoring that detects anomalies, unauthorized access, and suspicious behavior in restricted areas.

Deployed for a security operations team monitoring restricted-area access. See the full case study.

View case study

Retail & operations

Visitor behavior analysis and foot-traffic tracking using the camera infrastructure you already have in-store.

Deployed for a retail operation optimizing store layout from movement data. See the full case study.

View case study

Environmental & conservation

Species classification, population tracking, and threat detection from field camera feeds in natural habitats.

Deployed for a wildlife reserve monitoring animal activity and poaching risk. See the full case study.

View case study

Benefits

Fewer misses, faster response, less manual review

Catch what manual review misses

Consistent, 24/7 detection at a level human review can’t sustain across every camera and every shift.

Move from reactive to real-time

Get alerted the moment something happens instead of discovering it hours later while reviewing footage.

Built around your setup

Trained on your cameras, your environment, and your definition of normal versus abnormal — not a generic model.

Why Teams Trust Us With This

We build, not just advise

You get a working system, not a slide deck — with support after deployment and no lock-in contracts.

Built and deployed, not just prototyped

Every engagement produces a system you can run in production, with full documentation.

Support after deployment

We don’t disappear after launch. Every system includes a support window to keep it performing.

Flexible engagement, no lock-in

Start with a technical assessment, then scale to full deployment. No hidden fees, no forced contracts.

How It Works

From footage to a deployed vision system

01

We assess your setup

We review your cameras, images, or video, and exactly what you need detected or classified.

02

We build and train the model

We train and integrate a custom computer vision model around your exact environment and edge cases.

03

We deploy and support it

We ship into production with monitoring, then keep it performing as your conditions change.

Free Computer Vision Assessment

Tell us what you need to detect

Fill out the form and we'll review your setup, scale, and biggest pain point. If it's a fit, we'll map out the system and send the next best step.

This is a good fit if you want to:

  • Replace manual visual inspection with automated detection
  • Get real-time alerts instead of reviewing footage after the fact
  • Deploy a custom model trained on your own cameras and data

No spam. We use this to review your setup and contact you about the next step.

Ready to put your cameras to work?

If your team is still watching footage or inspecting product by hand, the fastest win is a custom vision system that does the watching, detecting, and alerting for you.