AI Object Detection
We build object detection systems tuned to your specific objects and environment — inventory items on a shelf, vehicles in a lot, PPE compliance on a factory floor — trained on your imagery rather than a generic pretrained model alone.

0%
Avg. Detection Accuracy
30+ FPS
Inference Speed
6-10 wks
Typical Engagement
Custom
Object Classes Trained
What's Included
Object detection model trained on your imagery
Real-time or batch detection pipeline
Structured output feed (bounding boxes, counts, classifications)
How We Work
01
Object & Environment Audit
We review sample footage or images to understand object variety, lighting, and camera angles.
02
Model Training
We fine-tune a detection model on your specific objects and environment conditions.
03
Real-Time Pipeline
We build the pipeline that processes live or recorded feeds and outputs structured detections.
04
Deployment
We deploy to cloud or edge depending on latency and connectivity requirements.
What You'll Receive
- Object detection model trained on your imagery
- Real-time or batch detection pipeline
- Structured output feed (bounding boxes, counts, classifications)
- Accuracy benchmark report
- Deployment package for your environment
How Engagements Typically Work
Every project starts with scoping — here's the shape most engagements for this service take.
Proof of Concept
A 2-3 week sprint training on sample footage to validate detection accuracy.
Production Build
Full pipeline development and deployment — typically 6-10 weeks.
Ongoing Retraining
Monthly retainer to retrain as new object types or camera setups are added.
Technologies We Use
The tools and platforms our AI Object Detection team works in day to day.
Vision
Deployment
Frequently Asked Questions
Yes — we fine-tune on your imagery so the model learns your specific objects, not just generic categories from a public dataset.
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