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Computer Vision

Vision models that see what matters

Real-time video analysis, object detection, defect inspection, and multimodal image generation. We ship production computer vision across security, retail, manufacturing, and creative use cases.

Overview

What we deliver

We build computer vision systems that run in production, not just notebooks. Asynchronous video segmentation, multi-model detection pipelines, and creative generation, deployed on cloud infrastructure with proper monitoring and CI/CD.

Why choose this service

Key benefits

01

Multi-model pipelines

YOLO for detection, Gemini for contextual understanding, face and emotion recognition, all orchestrated together.

02

Real-time and batch

From live video streams with webhook callbacks to batch processing of image catalogs.

03

Production deployment

Dockerized, containerized, monitored, with CI/CD and observability baked in.

04

Multi-modal outputs

Annotated video, structured metadata, embeddings, or generated content, whatever downstream needs.

How we work

Our process

01

Use Case Definition

What objects, events, or content should the system detect? What accuracy and latency are required?

02

Model Selection & Evaluation

YOLO, Gemini, custom fine-tunes. Benchmark on your data before committing.

03

Pipeline & Infrastructure

Async processing, job queues, storage, and downstream integrations.

04

Deploy & Operate

Cloud deployment, monitoring, and iteration as new data arrives.

Applications

Common use cases

Real-time video surveillance with contextual threat assessment
Manufacturing defect detection from production-line images
Retail shelf monitoring and inventory analysis
Character and asset generation with style consistency
Multimodal content analysis across video, audio, and text

Technologies

Tools we use

YOLOv8 / YOLOv11
Google Gemini Vision
OpenCV
FFmpeg / PyAV
InsightFace
PyTorch
Google Cloud Run
AWS Lambda

FAQ

Common questions

Can you work with our existing cameras or video feeds?

Yes. We support RTSP streams, file uploads, and batch video processing from S3 or similar sources.

Do you offer fine-tuning for custom object classes?

Yes. We've trained custom YOLO models for proprietary detection tasks.

What about edge or on-device deployment?

We optimize for cloud by default. Edge deployment is supported case by case.

How can we help you?

Tell us about your product. We'll tell you how we'd build it, and how fast.

Let's Work Together →