#Gyan Labs Emblem
🔒 PRIVATE AI SYSTEMS & APPLIED OPTIMIZATION · ONTARIO, CANADA

Intelligent Systems. Private by Design.
Built for Industry.

#Gyan Labs develops private AI applications, computer vision solutions, and mathematical optimization technologies for businesses. Based in Ontario, Canada, we combine applied mathematics, artificial intelligence, and engineering to address complex industrial challenges.

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Private
On-Premises AI Infrastructure
Applied Math
Operations Research Foundation
Local AI
Designed for Independent On-Premises Operation
Ontario, CA
Engineering & Direct Support
Privacy First

Private Infrastructure. Dedicated Hardware. Complete Control.

Our architectures are designed for on-premises deployment where models run locally on your servers—engineered to prevent data leakage and support Canadian privacy standards.

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Enterprise Privacy Standards Built In By Default

We architect LLM inference engines, RAG pipelines, and Computer Vision models that are deployed locally on your servers — fully aligned with Canadian data sovereignty, healthcare data handling, and financial data regulations.

PIPEDA Compliant PHIPA Ready No Cloud APIs On-Premises LLM Encrypted at Rest Audit Logs
Capabilities

Enterprise AI Solutions

Engineered for data privacy, operational reliability, and measurable industrial utility.

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Deployment & Engineering

Private AI Infrastructure & Local LLMs

Secure on-premises deployment of open-source language models with local inference control and zero third-party cloud API dependencies.

  • Dedicated local model deployment (Ollama / vLLM)
  • Custom domain adaptation & parameter fine-tuning
  • Team interfaces with role-based access controls
  • GPU-accelerated local inference orchestration
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Architecture & Search

Enterprise Document Intelligence (RAG)

Private retrieval-augmented generation systems allowing secure search and structured inquiry across internal manuals, SOPs, and specifications.

  • Isolated vector database architecture (Qdrant / Chroma)
  • Multi-format document ingestion (PDF, Word, Excel, SQL)
  • Citation-backed answers with strict source verification
  • Role-based document access boundaries
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Development & Feasibility

Industrial Computer Vision & Quality Control

AI-assisted visual inspection, surface defect detection, and assembly verification workflows in active lab development for manufacturing environments.

  • Surface defect & anomaly detection algorithms
  • Real-time camera and stream inspection pipelines
  • Low-latency edge GPU inference deployment
  • Quality assurance telemetry and automated logging
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Applied Research & Solvers

Mathematical Optimization & Routing

Algorithmic decision models for vehicle routing, scheduling, and logistics capacity planning. Initial CVRP baseline independently verified.

  • Capacitated Vehicle Routing (CVRP) formulation
  • Exact and heuristic solvers using Python & OR-Tools
  • Constrained routing logic under demand variation
  • Independently benchmarked optimization methods
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Development & Feasibility

Controlled Workflow Automation & AI Agents

Deterministic, auditable task workflows under active pilot engineering for database queries, operational reporting, and data reconciliation.

  • Tool-integrated agents for database queries & reporting
  • Structured human-in-the-loop review controls
  • Deterministic execution rules and comprehensive audit trails
  • API integration with existing internal software
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Data Engineering & Analytics

Enterprise Data Integration & EDI Analytics

Automated ingestion, parsing, and analytical modeling of transactional data across enterprise supply chains.

  • ANSI X12 EDI (850, 855, 856, 846) transaction parsing
  • Trading partner compliance monitoring & discrepancy audits
  • Python-based ETL pipeline engineering
  • Carrier SLA tracking and operational KPI dashboards
Our Advantage

Why Choose #Gyan Labs

We engineer custom AI and mathematical optimization software deployed directly to your private infrastructure—giving you complete data ownership and operational control.

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Zero Data Exposure

Every model runs locally. No OpenAI API. No Azure. No third-party server ever touches your data.

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Canadian Compliance

PIPEDA & PHIPA aligned architecture. Built specifically for Canadian financial, insurance, and healthcare standards.

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Production-Ready

Not prototypes. Not notebooks. Fully deployed, Docker-containerized, and API-ready production AI systems.

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No Recurring API Fees

Own your AI permanently. No monthly OpenAI bills. One-time engineering investment with lifetime ownership.

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Domain Expertise

Deep experience in Healthcare, Telecommunications, Supply Chain, and Financial analytics domains.

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London, Ontario Based

Local presence in London, ON. Available for on-site consultation, hardware setup, and in-person workshops.

Target Sectors

Industries We Support

Applying private AI systems, computer vision, and mathematical optimization to critical operational challenges.

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Manufacturing & Assembly
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Supply Chain & Logistics
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Pharmaceutical & Clinical Data
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Telecommunications & Networks
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Financial & Risk Analytics
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Regulatory & Compliance Data
Proof of Work

Technical Benchmarks & Proof-of-Concepts

Documented technical systems demonstrating algorithmic rigor, predictive capability, and end-to-end engineering.

Telecommunications · Customer Analytics

Telecom Customer Churn Intelligence & Financial Risk Platform

Production ML pipeline with SMOTE resampling (81.8% Accuracy, 0.865 ROC-AUC), financial ROI simulator, customer risk decile segmentation, and Streamlit web app deployment.

81.8%
Accuracy
+$53.6k
CAD Net ROI Saved
0.865
ROC-AUC
View on GitHub →
Healthcare · Clinical Risk Assessment

Heart Disease Risk Prediction & Clinical Classification Engine

Machine learning classifier analyzing 14 cardiology features across 303 patient records to predict coronary heart disease risk and support clinical triage prioritization.

88.5%
Accuracy
0.941
ROC-AUC
3
ML Models
View on GitHub →
Supply Chain · EDI Operations

Labatt Brewing — EDI Supply Chain EDA & Compliance Analytics

End-to-end analysis of ANSI X12 EDI 850/855/856/846 transactions across 20+ Canadian retail trading partners (LCBO, Loblaws, Sobeys). Automated compliance reporting and carrier KPI dashboards.

20+
Trading Partners
EDI X12
Standard
85%
Compliance Rate
View on GitHub →
Company Profile

About #Gyan Labs

An applied artificial intelligence and mathematical optimization company based in London, Ontario, Canada.

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Our Engineering Focus

#Gyan Labs develops private AI systems, industrial computer vision inspection pipelines, and mathematical optimization software for businesses in Ontario and across Canada.

We believe advanced AI must be secure, transparent, and deployed directly on your infrastructure. By keeping model inference entirely within private environments, our systems protect proprietary operational data from third-party cloud exposure.

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Applied Mathematical Foundation

Led by an applied mathematics researcher with postgraduate training from Western University (Canada) and Tribhuvan University (Nepal), #Gyan Labs combines mathematical rigor with industrial software engineering.

In addition to enterprise solutions, we conduct independent research through our GL-RD-001 program in vehicle routing and operations research, validating algorithms through reproducible computational experiments.

Explore Research & Innovation →
Corporate Transparency Notice: #Gyan Labs is the technology and research brand operated by HashGyan, an Ontario-registered business. Non-commercial scientific research activities are conducted separately from commercial AI engineering and client services.
Get In Touch

Discuss Your AI Project

Based in London, Ontario. Available for technical consultations, private AI feasibility assessments, and on-site deployment across Canada.

Let's Build Something Private & Powerful

Whether you need on-premises LLM deployment, secure document intelligence, computer vision quality inspection, or operational logistics optimization — #Gyan Labs engineers solutions deployed to your private infrastructure.

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Business Email
harish@hashgyanlabs.ca
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Location
London, Ontario, Canada
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🛡️
Compliance
PIPEDA · PHIPA · On-Premises Only

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