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Applied AI & Enterprise Systems

Building the Future with
Intelligent Systems

We create production-ready AI systems, enterprise platforms, and healthcare technology. 12+ products deployed across Iraq & the Middle East.

20+
Years Experience
12
Products Built
96.6%
AI Accuracy
24/7
System Uptime

Engineering Excellence in Every Domain

We don't just build software — we engineer complete solutions that solve real problems with precision and reliability.

AI & Applied Research

Custom AI models built in-house. Reasoning systems, memory-based AI, and domain-specific solutions for healthcare, security, and analytics.

NLPReasoningPredictive AICustom Models

Healthcare Technology

Production-ready clinical systems with AI-assisted diagnostics. ECG analysis, radiology, and clinical decision support with full explainability.

CDSSECG AIRadiologySafety

Enterprise Systems

POS, ERP, payroll, accounting, and restaurant management. Multi-tenant SaaS, desktop, and mobile apps for real business needs.

C# / .NETReact / Next.jsSQL ServerKotlin

Web & Mobile Platforms

Food delivery, e-menu ordering, car rental, and digital marketplace platforms. PWA-ready with WhatsApp integration and Arabic/Kurdish support.

PWAWhatsApp APIRTL/ArabicMulti-tenant

12 Production-Ready Products

Battle-tested systems deployed in real environments across healthcare, business, and digital platforms.

Medical AI

AetherMind ECG

ECG classification using ResNet1D-34 on PTB-XL dataset. Multi-label cardiac diagnosis with residual gate architecture for HYP improvement.

  • 0.915 Macro AUROC — 5 cardiac classes
  • 3 deployment modes: Clinical, Screening, High-Sensitivity
PyTorchResNet1D12-Lead
Medical AI

AetherMind Radiology

Chest X-ray multi-label classification with DenseNet121. Self-Referential Learning for continuous improvement across 14 CheXpert conditions.

  • 14 CheXpert diagnostic classes
  • Pneumonia precision: 0.67, Edema: 1.00
DenseNet121SRLCheXpert
Enterprise

iRest

Complete restaurant management system. WPF desktop POS + Android native waiter app (Kotlin). Table management, kitchen display, and thermal printing.

  • WPF desktop + Android Kotlin waiter app
  • Real-time kitchen display system
WPFKotlinSQL Server
Enterprise

iPharma

Complete pharmacy & medical warehouse management with inventory, expiry tracking, batch management, sales prediction AI, and integrated accounting.

  • Multi-warehouse with expiry & batch tracking
  • Sales prediction AI engine
C#ML.NETSQL Server
SaaS

i-accounting

Multi-tenant contractor accounting system. Invoicing, settlements, expenses, profit reports, client/supplier statements with backup & restore.

  • AR/AP tracking with auto-balance updates
  • Receipt image upload with Sharp compression
ExpressNext.jsPrismaPostgreSQL
Enterprise

i-Roll

Payroll & HR management with ZK fingerprint reader integration. Attendance tracking, salary calculation, PDF reports, and offline license activation.

  • ZK fingerprint biometric integration
  • Self-contained deployment (no runtime needed)
.NET 8Next.jsQuestPDFDapper
Platform

Plug Rent

Car rental and vehicle management platform. Fleet tracking, booking system, and customer management for rental businesses in Iraq.

  • Fleet management & booking system
WebArabic UI
AI Tool

i-Meet

Terminal-based AI meeting room where humans and AIs (Claude + ChatGPT) share one real-time conversation. Streaming, transcripts, and team collaboration.

  • Multi-AI streaming with real-time turns
TypeScriptnode-ptyOpenAIClaude
Utility

i-Print

Silent printing service for Windows. WebSocket server that receives print commands from web apps and sends to thermal/A4 printers — no popups, no certificates.

  • Raw ESC/POS, text, and image printing
C#.NET 8WebSocketWin32 API

Engineering-First. Research-Driven.

SamSoft is not a generic software house. We are a technology & applied AI company focused on building real production systems that work in challenging environments.

Based in Kirkuk, Iraq, with 20+ years of experience in software engineering, network infrastructure, and AI research. We build systems we actually use — 12 products and counting.

In-House AI
All AI built internally, not outsourced
Production Focus
Real deployments, not demos
Regional Expertise
Arabic, Kurdish & ME business needs
Full Stack
AI + Desktop + Web + Mobile
AetherMind Core
class DiagnosticEngine:
  def analyze(patient):
    return reasoning
Product Portfolio
products: 12
ai_models: 3
platforms: deployed
stack: full
Research Output
AetherMind-SRL: 184M params
ECG Model: 0.915 AUROC
Radiology: 14 classes

Pushing the Boundaries

Our research focuses on practical AI applications — NLI, medical diagnostics, ECG analysis, and radiology — with real-world impact.

Natural Language Inference

AetherMind-SRL: A 184M parameter model achieving 64.83% ANLI R3 accuracy on consumer hardware. Published on HuggingFace.

NLISelf-ReflectiveKnowledge DistillationHuggingFace

Medical AI Research

Multi-domain medical AI: clinical decision support, ECG classification (ResNet1D), chest X-ray analysis (DenseNet121), and drug interaction modeling.

DiagnosticsECGRadiologyDrug Interactions

Let's Build Something Great

Whether you need custom AI solutions, enterprise software, or healthcare technology — we're ready to discuss how we can help achieve your goals.