We build business systems — then make them intelligent.
Inventory, POS, ERP, and computer vision that already run real operations — extended with RAG, chat-with-your-data, and private self-hosted AI. Your data never leaves your servers.
What we do
Engineer-led, privacy-first. We ship working software, then add AI where it actually pays for itself.
RAG & Document AI
Turn manuals, contracts, and internal docs into systems that answer questions with citations. Local vector stores, your choice of LLM — cloud or fully offline.
AI Features for Existing Systems
Chat with your data, add records by voice or chat, smart search, anomaly alerts — retrofitted into the software you already run, without a rewrite.
Computer Vision & Counting
Object detection, people and vehicle counting, production-line counting, and license plate recognition from CCTV or uploaded video.
MCP & Agent Integration
Expose your systems to AI agents through the Model Context Protocol — safely, with audit logs and sandboxed access. Make your software agent-ready.
Custom Software Development
Full-stack delivery in C#/.NET, Python, and Next.js. Inventory, POS, ERP, and field-service systems built and shipped to production.
Private, Self-Hosted AI
Local model deployment on your hardware. No per-token API bills, no data leaving your network, no vendor dependency.
Products you can try right now
Not slideware. Three systems are live — log in and click around.
VisionOps
BetaCamera-based object detection and counting: vehicles, people, and production-line items — with live annotated streams, unique-object counting, and license plate recognition. Works with CCTV/RTSP streams, uploaded video, and images. The footage on the left is real VisionOps output.
NueEdge Inventory
Live demoMulti-warehouse stock control with barcoding, transfers, and finance-grade reporting. Running in production today.
demo login: admin@local · Passw0rd1
NueEdge POS
Live demoFast point-of-sale that pairs with NueEdge Inventory — sales, returns, shift management, and receipts.
demo login: admin@local · Passw0rd1
NueEdge ERP & Servicing
Live demoField-service and ERP workflows: job cards, technicians, parts, and customer service history in one place.
demo login: admin@iss.local · Admin123
Deep-Forecast
BetaMulti-agent deep-research engine: Researcher → Analyst → Critic → Forecaster → Writer pipeline producing citation-backed reports with evidence grading and quantitative forecasts. Runs fully offline with local LLMs.
Second Brain Engine
In developmentA private, local-first AI engine that turns scattered notes, PDFs, and decisions into a maintained, Obsidian-compatible knowledge graph. Your AI should never start from zero.
Why NeuralsEdge
Engineers first, AI second
We come from shipping production business software — C#/.NET, Python, databases, deployments. AI is added where it measurably helps, not as a demo trick.
Your data stays yours
Every solution can run fully self-hosted: local LLMs, local vector stores, on-premise vision processing. No customer data flowing to third-party APIs unless you choose it.
Proof over promises
Three products are live for you to log into today. We'd rather show working software than a pitch deck.
No lock-in, ever
You get the source, the deployment scripts, and the documentation. If we disappear tomorrow, your systems keep running.