Real-world understanding, real-time result

From pixels to predictions.

AI / Computer Vision & Detection Systems

Vision is more than a camera feed. It’s how machines make sense of the world. From product recognition to warehouse safety, OCR to AI-enhanced cameras — we design computer vision systems that actually work in production. Whether you're labeling datasets, analyzing images at scale, or integrating vision into your app — we’ll help you build systems that are fast, accurate, and future-proof.

What We Build

Object Detection & Classification

Real-time bounding boxes, tagging, labeling, and tracking.

Image Recognition & Matching

Identify products, users, logos, or environments.

OCR (Optical Character Recognition)

Scanning IDs, receipts, invoices, documents, license plates.

Video Analysis Pipelines

Stream processing for surveillance, QA, or multi-angle real-time data.

Custom Models for Niche Domains

Agriculture, industrial inspection, e-commerce, and more.

Edge AI Deployments

Camera and sensor integration with Jetson, Coral, Raspberry Pi, or FPGAs.

Annotation Tooling & Datasets

Labeling pipelines, auto-annotation, and feedback loops.

3D Vision & Depth Sensing

Point clouds, LiDAR input, AR/VR camera support.

Vision + Language Models

Multimodal pipelines combining image and text processing.

Frameworks & Tools We Use

OpenCV, Detectron2, YOLOv8, Ultralytics, MMDetection
Roboflow, FiftyOne, Label Studio
PyTorch, TensorFlow, Keras
ONNX, TensorRT, TFLite for deployment
NVIDIA Jetson, Coral TPU, AWS Panorama
HuggingFace transformers for vision-language models (e.g., BLIP, SAM, Flamingo)

Use Cases We Support

E-commerce product recognition and cataloging
Factory floor QA and safety monitoring
Retail shelf analytics and inventory scanning
Document scanning and form extraction
Smart devices with visual awareness
Security and compliance camera integrations
AR/VR object detection and overlay
Medical imaging & anomaly detection

Why Conflict?

We’ve built vision systems for consumer apps, industrial environments, and e-commerce platforms alike.
We understand edge cases — literally. Noisy inputs, low-light shots, cluttered shelves? We’ve seen it.
We don’t just build vision. We build the full pipeline — from training data to in-app results.

See the World, Smarter

If your app sees the world, we’ll help it understand it. Let’s build vision systems that deliver.

Contact form

+1 (305) 209-5818‬

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