Problems This Solves
Your business operations waste heavy hours manually inspecting products or transcribing visual documents.
Off-the-shelf OCR software fails to read non-standard layouts, invoices, or handwriting correctly.
You want to count objects or track movements in video streams but struggle to process frames without lag.
You need to deploy AI vision models on low-power edge nodes (Jetson Nano, Raspberry Pi) with minimal footprint.
Our Proven Process
Dataset Curation & Labeling
We gather sample images, clean annotations (bounding boxes, masks), and format dataset files.
Model Training & Tuning
We train YOLO or PyTorch models, tracking loss curves, precision, and recall metrics.
Pipeline Post-Processing
We write OpenCV filters, apply non-maximum suppression (NMS), and setup object trackers.
Model Quantization & Speedup
We quantize model parameters and compile runtimes to ONNX or TensorRT formats.
Deployment & Edge Setup
We wrap pipelines in Docker API endpoints or deploy compiled code on Edge AI board clusters.
Dataset Curation & Labeling
We gather sample images, clean annotations (bounding boxes, masks), and format dataset files.
Model Training & Tuning
We train YOLO or PyTorch models, tracking loss curves, precision, and recall metrics.
Pipeline Post-Processing
We write OpenCV filters, apply non-maximum suppression (NMS), and setup object trackers.
Model Quantization & Speedup
We quantize model parameters and compile runtimes to ONNX or TensorRT formats.
Deployment & Edge Setup
We wrap pipelines in Docker API endpoints or deploy compiled code on Edge AI board clusters.
What's Included
Expected Results
Video feed processing speed exceeding 30 FPS on target GPU cards
High-accuracy object detection scores above 90% mAP (mean Average Precision)
Precise OCR layout parsing turning invoices or slips to structured database fields
Compressed model sizes running locally on low-power edge devices
Stable camera feed ingestion utilizing multi-threaded RTSP frame readers
Technologies We Master
Comprehensive Capabilities
We don't just scratch the surface. Here is a detailed breakdown of everything we can engineer, optimize, and execute for your business.
Dataset Labeling & Formatting
Curating images and drawing bounding boxes, segmentation masks, or point markers in COCO formats.
Object Detection & Tracking
Training YOLO model frameworks and integrating object tracking filters (ByteTrack / DeepSORT).
Custom Document OCR
Designing deep document layout parsers converting invoices and forms to JSON databases.
Model Quantization & Speed
Compiling models to ONNX and TensorRT runtimes to maximize execution frame rates (FPS).
Image Segmentation
Implementing U-Net or Mask R-CNN models to identify precise object contours and boundary pixels.
Multi-Threaded RTSP Streams
Developing robust capture loops to read video frames from IP cameras without buffer delays.
Specialized Services
Explore our specialized engineering teams and tailored solutions for this domain.
Investment Plans
Transparent pricing with no hidden fees. Every plan includes dedicated support and monthly reporting.
Foundational Vision MVP
Curation of up to 500 images, custom YOLO model training, and basic OpenCV API setup.
Custom OCR Pipeline
Deep learning document parser, image preprocessing filters, OCR engine setup, and DB sync.
Real-Time Edge Vision
High-FPS video processing, object tracking, TensorRT model speedups, and Jetson edge deploys.
All plans are month-to-month with no long-term contracts. Custom enterprise plans available.Contact us for a tailored proposal.
Why Choose Us
No Long-Term Contracts
Month-to-month engagements. We earn your business every single month.
Dedicated Team
A named strategist, not a rotating cast of juniors. Consistent point of contact.
Revenue-Focused
We report on revenue impact, not vanity metrics. Every dollar is attributed.
Rapid Execution
Strategy in week 1. Execution by week 2. Results tracked from day one.
Frequently Asked Questions
Ready to Get Started?
Start with a free audit. We'll analyze your current performance and show you exactly where the growth opportunities are.
Or email our dedicated desk: ai@trustoryx.digital