Computer Vision
Detection, recognition, tracking, quality inspection, camera workflows, and edge-ready inference pipelines.
ML R&D + software factory + product builder
PraxisEdge
Applied ML R&D, production software, and AI platforms for teams that need working systems.
We design, train, integrate, and deploy computer vision, OCR, LLM tool-use agents, forecasting models, document intelligence, robotics and edge AI, plus the full-stack software around them.
Model work
Custom ML, CV, OCR, agents, forecasting
Product work
Dashboards, APIs, internal tools, platforms
Deployment
Cloud, edge devices, monitoring, handoff
Engagements
Scoped milestones for serious build work
What we build
Models, agents, and software for workflows where off-the-shelf AI is not enough.
Bring the workflow, dataset, product idea, or prototype. PraxisEdge turns it into a working model, deployable software, and a maintainable system.
OCR & Documents
Extraction systems for PDFs, scans, forms, IDs, invoices, labels, tables, and messy operational records.
LLM Tool Agents
Small agents that call APIs, operate internal tools, reason over data, and complete bounded business workflows.
Forecasting Models
Prediction, ranking, optimization, market signals, operational forecasts, and decision-support systems.
Robotics & Edge AI
Sensor loops, embedded deployments, Jetson-class devices, robotics perception, and low-latency inference.
AI Product Builds
Full-stack apps, dashboards, APIs, admin surfaces, evaluations, monitoring, and production handoff.
Systems, not scripts
AI products need more than a notebook and a demo screen.
We build the surrounding product layer: ingestion, labeling, evaluation, model serving, queues, dashboards, admin controls, deployment, and documentation.
Custom ML model building
Data pipelines and labeling workflows
Model evaluation and benchmarking
Computer vision and OCR systems
LLM agents connected to tools
Forecasting and predictive modeling
APIs, dashboards, and internal tools
Deployment, monitoring, and documentation
How engagements work
Clear milestones from R&D to deployed software.
01
Scope the workflow
Define the business process, data shape, success criteria, integration points, and delivery artifacts.
02
Validate the model path
Run the R&D spike: data review, baseline model, prompt/tool strategy, evaluation harness, or edge feasibility.
03
Build the system
Turn the working approach into production software: data and model pipelines, APIs, dashboards, queues, model serving, and user controls.
04
Deploy and hand off
Ship with repos, docs, tests, monitoring hooks, deployment notes, and a clear path for iteration.
Portfolio
Applied AI products and systems for real operational workflows.
LPR is one concrete product in the portfolio, and the broader work spans vision, OCR, agents, forecasting, document intelligence, edge deployments, and productized software.
Product
License plate recognition
Computer vision, OCR, camera workflows, edge inference, and production product thinking.
Predictive ML
Forecasting models
Prediction, ranking, market signals, and decision-support systems for domain-specific workflows.
Document AI
Document intelligence
OCR, extraction, validation, review surfaces, and automation around messy business records.
Workflow AI
LLM tool-use agents
Agents connected to APIs, internal tools, data sources, and bounded operational workflows.
Platform builder
From custom model to productized AI platform.
Some clients need a model. Others need a product line. PraxisEdge can build both: the ML core, the workflow software, and the interfaces that make the system useful every day.
R&D core
Model strategy, training, evaluation, and iteration.
Operational layer
Pipelines, queues, review workflows, and automations.
Product surface
Dashboards, APIs, admin tools, and customer-facing UX.
Deployment path
Cloud, on-prem, edge devices, docs, and ownership handoff.
Delivery stack
Practical engineering artifacts clients can keep building on.
Python
PyTorch
OpenCV
OCR
FastAPI
Next.js
Docker
Postgres
Vector search
Cloud deploys
Edge devices
Evaluation suites
Start the build
Have a model, workflow, or AI product to build?
Send the project brief, dataset context, or prototype notes. PraxisEdge can scope the model path, software surface, milestones, and deployment plan. Existing customers can reach support at [email protected].