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Sam AI Lab · Iraq's First AI Research Lab

Iraq's First
AI Research Lab

Production medical AI engineered in Kirkuk. Two papers under peer review at the European Heart Journal — Digital Health and Diagnostic and Prognostic Research. 50+ deployments. CDSS piloted at Kirkuk Teaching Hospital.

20+
Years Building
88.96%
MedNLI Ensemble
2
Papers in Peer Review
12
Production Systems
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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
EHJ-DH
Medical AI · Under Review

AetherMind ECG v2.8

12-class ECG with site calibration & clinical-rule verification. ResNet1D-34 + 12 XGBoost specialists. Three-cohort study under review at EHJ-DH.

PyTorchResNet1D-34XGBoost ×12PTB-XL
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. 124 conditions with 100% top-1 retrieval, 421 drugs, 59 interaction rules.

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.

88.96% MedNLI ensemble
Clinical NLI on consumer GPUs DeBERTa reverse-KD 86.57% Gemma-3 4B KD 86.50%

MedNLI clinical inference matching top public benchmarks. Built in Iraq on consumer hardware, not a hyperscaler stack. Underpins AetherMind Med's clinical reasoning.

ECG v2.8 in EHJ-DH review
EHJ-DH-D-26-00316 12-class · three-cohort study ResNet1D-34 + 12 XGBoost

Site calibration and clinical-rule verification for 12-class ECG classification. Submitted to the European Heart Journal — Digital Health, the ESC's cardiology AI journal. TyG-CVD honest-negative paper also under review at Diagnostic and Prognostic Research.

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: 160.4M params
MedNLI: 88.96% ensemble
ECG v2.8: EHJ-DH review
TyG-CVD: DPR review

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
MedNLI 88.96% & ECG v2.8 Lock
MedNLI clinical NLI ensemble reaches 88.96% on consumer hardware. ECG v2.8 (ResNet1D-34 + 12 XGBoost specialists) frozen as paper-ready baseline. CDSS piloted at Kirkuk Teaching Hospital.
2026
Peer Review at EHJ-DH & DPR
ECG verification paper (EHJ-DH-D-26-00316) under review at the European Heart Journal — Digital Health. TyG-CVD honest-negative paper under review at Diagnostic and Prognostic Research. PollutantAI deployed across 204 pollutants.
Sameer Najm
Founder & Lead Engineer

20+ years building production systems. Founder of Iraq's first AI research lab. 12 products deployed across Iraq, two medical-AI papers under peer review at the European Heart Journal — Digital Health and Diagnostic and Prognostic Research. Built every model in-house, in Kirkuk.

Pushing the Boundaries

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

Clinical Natural Language Inference

AetherMind MedNLI ensemble at 88.96%. Gemma-3 4B knowledge-distilled student at 86.50% and DeBERTa-v2-xlarge reverse-KD at 86.57%. The clinical-reasoning backbone behind AetherMind Med, trained entirely on consumer hardware in Kirkuk.

MedNLIKnowledge DistillationGemma-3DeBERTa-v2

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.