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.

Our reviews

CI/CD Rebuild: Hands-Off Delivery at Scale

CONFLICT transformed SteadyMD’s brittle deployment workflows into a hands-off CI/CD pipeline that builds, tests, and ships code automatically—with near-zero errors. From chaos to confidence, we engineered a system that deploys everywhere, on demand, with human gates for control.

SteadyMD – Compliance & Security

SteadyMD turned to CONFLICT to meet HIPAA and SOC 2 demands without derailing velocity. We hardened their production cloud, implemented real DevSecOps, and embedded audit-ready security into every layer—engineering confidence, not just compliance.

SteadyMD – Custom App Dev & Embedded Team Support

SteadyMD trusted CONFLICT to build and maintain a custom non-core application—fully staffed, fully managed—for over a year. We embedded seamlessly, shipped consistently, and owned the stack until sunset. No hires, no drama, just clean delivery.

DevCamps: On-Demand Cloud Environments

SteadyMD partnered with CONFLICT to tame chaotic dev workflows. Our DevCamp environments cut deployment lead time by 45%, doubled velocity, and slashed error rates by 80%. From friction came velocity—engineering confidence, built on precision.

Zonos – PHP SDK Development

Zonos asked CONFLICT to build a PHP SDK developers would actually love. We delivered clean interfaces, clear docs, and hardened endpoints—helping partners integrate faster, with fewer questions and less churn.

SteadyMD – Production Support & Operations

When SteadyMD needed rock-solid production support, CONFLICT stepped in. From backups to incident response, we stabilized systems, hardened ops, and kept healthcare infrastructure humming. Uptime, confidence, and velocity—all engineered into the platform.

SteadyMD – Staff Augmentation & Embedded Engineering

SteadyMD embedded CONFLICT engineers to run a non-core application end-to-end for 14+ months. No ramp-up, no micro-managing. Just seasoned devs who shipped, supported, and sunset the system with surgical precision.

Team One – Cloud, DevOps & SRE Support

Team One LA brought in CONFLICT to harden infrastructure, optimize DevOps, and support SRE initiatives across internal and client projects. We delivered speed, stability, and scalable cloud ops—without the overhead of building it in-house.

Zonos – API & Web Development

Zonos relied on CONFLICT to build and maintain core APIs and internal-facing UIs that power operational workflows. We delivered durable endpoints, clean interfaces, and production-grade velocity—without creating tech debt.

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See the World, Smarter

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

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