Production medical AI engineered in Kirkuk. Three papers under peer review — a TyG-index CVD ML model, a 12-class ECG model, and a MedNLI clinical inference model. 50+ deployments. CDSS piloted at Kirkuk Teaching Hospital.
Trusted by healthcare, enterprise & government
We don't just build software — we engineer complete solutions that solve real problems with precision and reliability.
Every model built in-house, trained on a single consumer GPU in Kirkuk — no cloud. JEPA-Core V5.0 (160.4M params) reasoning and world-model planning, deterministic and fully auditable. Our pipeline scores 96% on Hendrycks MATH, beating GPT-4o (90%). Guided by 'Silence Is Safety' — our models abstain when uncertain instead of hallucinating.
AetherMind Med — a clinical decision-support system (not diagnosis) covering 124 conditions, 9 emergency pathways, and a drug-safety engine with zero false negatives. Auto-computes HEART, Wells, qSOFA & CURB-65 risk scores, interprets labs, and shows its evidence chain. Piloted at Kirkuk Teaching Hospital. Plus 12-class ECG and CXR radiology AI.
POS, ERP, payroll, accounting, and restaurant management. Multi-tenant SaaS, desktop, and mobile apps for real business needs.
Food delivery, e-menu ordering, car rental, and digital marketplace platforms. PWA-ready with WhatsApp integration and Arabic/Kurdish support.
Battle-tested systems deployed in real environments across healthcare, business, and digital platforms.
Clinical decision support (not diagnosis). 124 conditions at 100% top-1 retrieval, 9 emergency pathways, 59 drug-interaction rules with zero false negatives, auto risk scores. Abstains when uncertain. Piloted at Kirkuk Teaching Hospital.
12-class ECG with site calibration & clinical-rule verification. ResNet1D-34 + 12 XGBoost specialists. Three-cohort study under peer review.
Chest X-ray multi-label AI (DenseNet-121). 14 CheXpert conditions, leakage-free ensemble at 0.898 macro AUROC, with a Silence-Is-Safety abstention layer. Evidence only — never overrides the CDSS.
Multi-tenant SaaS with 21 modules. POS, inventory, HR, accounting. Offline-first.
Restaurant POS + Android Kotlin waiter app. Table management, kitchen display, thermal print.
Pharmacy management with batch tracking, expiry, sales AI. 50+ deployments.
Contractor accounting. Invoicing, settlements, expenses, profit reports.
Payroll & HR with ZK fingerprint reader. Attendance, salary calc, PDF reports.
Multi-tenant e-menu & WhatsApp ordering. QR codes, analytics, PWA, POS printing.
Car rental platform. Fleet tracking, booking system, customer management.
AI meeting room — humans + Claude + ChatGPT in one real-time conversation.
Silent printing service. WebSocket server for thermal/A4 printing from web apps.
Deployed systems with measurable impact across healthcare, pharmacy, and AI research.
Clinical Decision Support System piloted at Kirkuk Teaching Hospital. 124 conditions with 100% top-1 retrieval, 421 drugs, 59 interaction rules.
Complete pharmacy management with batch tracking, expiry alerts, and sales prediction AI across Iraq.
The 'Silence Is Safety' MedNLI verifier — a single DeBERTa-v3-large (435M) model at 88.19%, our solo best. Built in Iraq on consumer hardware, not a hyperscaler stack. Underpins AetherMind Med's clinical reasoning and is one of three papers under peer review.
Three medical-AI papers under peer review: a TyG-index cardiovascular-risk ML model, a 12-class ECG model with site calibration and clinical-rule verification (ResNet1D-34 + 12 XGBoost), and the 'Silence Is Safety' MedNLI verifier (DeBERTa-v3-large, 88.19% solo). Every model built in-house in Kirkuk.
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.
From computers and CCTV to enterprise software to AI research — two decades of relentless building.
A founding team that builds, ships, and operates everything in-house — from research models to 50+ live deployments.
20+ years building production systems. Founder of Iraq's first AI research lab — three medical-AI papers under peer review, every model built in-house in Kirkuk.
Leads technology strategy and engineering across the 12-product portfolio — architecture, security, and the infrastructure that keeps 50+ deployments running.
Practical AI built and trained in-house in Kirkuk, on consumer hardware — clinical NLI, decision support, ECG, radiology, and reasoning world-models. Three papers under peer review, every claim verified, every model that can stay silent when unsure.
The 'Silence Is Safety' MedNLI verifier — a solo DeBERTa-v3-large (435M) at 88.19%, our best single model and one of three papers under peer review. 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.
Multi-domain medical AI: the AetherMind Med CDSS (124 conditions, 9 emergency pathways), 12-class ECG classification (ResNet1D-34 + 12 XGBoost, F1 0.7303 on PTB-XL), CXR analysis (DenseNet-121, 0.898 AUROC), and a zero-false-negative drug-safety engine.
Whether you need custom AI solutions, enterprise software, or healthcare technology — we're ready to discuss how we can help achieve your goals.