SamSoft
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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
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Trusted by healthcare, enterprise & government

Kirkuk Teaching Hospital
50+ Pharmacies across Iraq
Restaurant & Hospitality Chains
Dept. of Environmental Engineering
Kurdish Regional Businesses
University Research Labs
Kirkuk Teaching Hospital
50+ Pharmacies across Iraq
Restaurant & Hospitality Chains
Dept. of Environmental Engineering
Kurdish Regional Businesses
University Research Labs

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.

96.6%
Flagship AI

AetherMind Med

CDSS with AI diagnostics. 124 conditions, 421 drugs, lab interpretation, emergency protocols.

PythonNLIQdrantRAG
Medical AI

AetherMind ECG

ECG classification using ResNet1D-34. Multi-label cardiac diagnosis with 0.915 Macro AUROC.

PyTorchResNet1D12-Lead
Medical AI

AetherMind Radiology

CXR multi-label classification with DenseNet121. 14 CheXpert conditions with SRL.

DenseNet121SRLCheXpert
21 modules
Enterprise SaaS

E-Sam POS

Multi-tenant SaaS with 21 modules. POS, inventory, HR, accounting. Offline-first.

C#SQL ServerReactNext.js
Enterprise

iRest

Restaurant POS + Android Kotlin waiter app. Table management, kitchen display, thermal print.

WPFKotlinSQL Server
50+ sites
Enterprise

iPharma

Pharmacy management with batch tracking, expiry, sales AI. 50+ deployments.

C#ML.NETSQL Server
SaaS

i-accounting

Contractor accounting. Invoicing, settlements, expenses, profit reports.

ExpressNext.jsPrisma
Enterprise

i-Roll

Payroll & HR with ZK fingerprint reader. Attendance, salary calc, PDF reports.

.NET 8Next.jsQuestPDF
QR+WhatsApp
Platform

i-Click

Multi-tenant e-menu & WhatsApp ordering. QR codes, analytics, PWA, POS printing.

Next.js 15ExpressMongoDB
Platform

Plug Rent

Car rental platform. Fleet tracking, booking system, customer management.

WebArabic UI
AI Tool

i-Meet

AI meeting room — humans + Claude + ChatGPT in one real-time conversation.

TypeScriptnode-ptyClaude
Utility

i-Print

Silent printing service. WebSocket server for thermal/A4 printing from web apps.

C#.NET 8WebSocket

Real-World Results

Deployed systems with measurable impact across healthcare, pharmacy, and AI research.

124 conditions — 100% top-1
421 drugs 59 interaction rules 9 clinical pathways

Clinical Decision Support System piloted at Kirkuk Teaching Hospital with Dr. Waleed Mohammed Ali.

50+ pharmacies deployed
19,000+ items tracked Real-time inventory IQD/USD multi-currency

Complete pharmacy management with batch tracking, expiry alerts, and sales prediction AI across Iraq.

96% MATH — beats GPT-4o
160M parameters 3,037 tests passing JEPA architecture

In-house AI research with published models on HuggingFace. CVD ML paper submitted to Cardiovascular Diabetology.

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
Technologies We Use
Python
PyTorch
HuggingFace
Qdrant
C#
.NET
Node.js
SQL Server
PostgreSQL
MongoDB
React
Next.js
WPF
Tailwind
Kotlin
Cloudflare
FastAPI
WebSocket
Python
PyTorch
HuggingFace
Qdrant
C#
.NET
Node.js
SQL Server
PostgreSQL
MongoDB
React
Next.js
WPF
Tailwind
Kotlin
Cloudflare
FastAPI
WebSocket
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

20 Years of Building

From computers and CCTV to enterprise software to AI research — two decades of relentless building.

2006
The Beginning — MarMar Office
Started from a small office called MarMar in Kirkuk — computer systems, hardware, and technical services.
2010
CCTV & IT Infrastructure
Expanded into CCTV surveillance systems and enterprise IT infrastructure across Kirkuk.
2014
Software Engineering
Added software development — C#/.NET desktop apps, POS systems, and enterprise platforms.
2019
Sam IT Solutions — Officially Registered
Registered Sam IT company in Iraq. iRest, iPharma, E-Sam deployed to 50+ pharmacies, restaurants, and businesses.
2020
AI Research Begins
Started AI research — NLI models, Self-Referential Learning, and the AetherMind architecture.
2024
Medical AI Suite
AetherMind Med CDSS, ECG classification (0.915 AUROC), and CXR radiology AI launched.
2025
MATH Benchmark: 96%
AetherMind beats GPT-4o (90%) on Hendrycks MATH with 160M-param JEPA architecture.
2026
Hospital Pilot & Research
CVD ML paper submitted. CDSS piloted at Kirkuk Teaching Hospital. PollutantAI deployed.
Sameer Najm
Founder & Lead Engineer

20+ years building production systems. From network infrastructure to AI research. 12 products deployed across Iraq. Published researcher in cardiovascular ML. Based in Kirkuk.

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.

Ready to Build Something Great?

Let's discuss how SamSoft can help you build the next generation of your technology.