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Ismael Cruz

End-to-end AI & SaaS architect. I get AI into production: RAG systems, predictive ML and agents on cloud architectures that scale.

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Ismael Cruz Dominguez
+25 years exp.

About Me

Software architect with 25+ years designing complex systems, now focused on getting AI into production: RAG and LLM systems, predictive ML, conversational agents and agentic automation on cloud-native architectures that scale. I've built end-to-end AI SaaS platforms —from architecture to deployment— from AIExtrusion (AI and predictive ML for industry, in production) to Sattotal (the operating system for repair shops, in production). Previously, technical lead of an AI-powered cybersecurity platform, with past work for clients like Línea Directa and Mutua Madrileña. I turn complex technical problems —and technical debt— into systems that work, stay maintainable and deliver real value.

Technical Skills

Technologies and tools I master to solve complex problems.

Machine Learning

PythonTensorFlowPyTorchscikit-learnKerasJupyterPandasNumPyOpenCVTesseract OCR

LLM & RAG

LangChainLlamaIndexQdrantChromaDBWeaviateEmbeddingsVector SearchRAGPrompt EngineeringLLMOllamaLM StudioHugging Face

AI Agents

AI AgentsOpenClawHermesn8nCrewAIAutoGenLangGraphAgentic RAGWorkflow AutomationTool Calling

Cloud & IaC

DigitalOceanAWSGCPAzureTerraformAnsibleKubernetesK3sRancherHelmKustomizePacker

DevSecOps

JenkinsGitLab CIGitHub ActionsArgoCDTrivySonarQubeDockerHarborVaultPrometheusGrafana

Frontend

ReactNext.jsTypeScriptJavaScriptAngularHTML5CSS3Framer MotionTailwind CSSGSAP

Backend

PythonFastAPINode.jsDjangoFlaskStreamlitREST APIsGraphQLWebSocketsgRPC

Databases

PostgreSQLMySQLMongoDBRedisMinIOElasticsearchTimescaleDBOracleSQLiteS3

Security

SOC/SIEMFortinet NSE1WatchGuardNetwork AuditingCybersecurityZero TrustPentestingHardening
Luna sobre fondo oscuro - decoración de sección Experiencia

Professional Experience

+25 years building technology solutions.

Founder & Full Stack Developer

Sattotal•2024 - Present

The operating system for repair shops, in production at sattotal.com. Full repair lifecycle, POS and invoicing, multi-warehouse inventory, WhatsApp, analytics and an AI assistant that also reads supplier invoices. 26 languages and tax support for 60 countries. Stack: Next.js, React, MongoDB, Clerk, S3, Docker and CI/CD with Jenkins.

Freelance Consultant & Lead Developer

Avanzate•2025 - Present

Development of AIExtrusion, a SaaS platform for aluminum extrusion industry. Integration of AI for insights and Machine Learning for production prediction. Tech stack: React, PostgreSQL, ChromaDB, Redis workers, and Python.

CTO & Lead Developer

Neurosecdata•2023 - 2025

Technical leadership of AI-powered cybersecurity platform. On-premise data center architecture with Kubernetes, ML algorithm development for threat detection, and international team coordination.

Services Cloud, DevSecOps & AI

Freelance Cloud Architect in Europe. Complete projects from 0 to 100%, designed to solve complex technical problems.

Service

Need a turnkey project?

AI & Systems Architecture

I design and develop your complete project: from idea to production. Architecture, integrated AI, scalability.

Your complete project, turnkey
Scalable cloud-native architecture
AI integrated for real value
Technical debt converted to asset
Let's discuss your project

Featured Projects

Projects where I've led technical development.

Flagship projectIn production

Sattotal

Founder & Full Stack Developer

The operating system for repair shops

I designed and built it end to end: repairs, quotes, POS and invoicing, inventory, warranties and AI in a single platform, with no installation and from any device. Launched in June 2026, it is already used by repair shops across Europe and the Americas.

countries with shops using it
24
countries with shops using it
languages
26
languages
countries with local tax support
60
countries with local tax support
features and improvements
400+
features and improvements
AI assistantAI invoice readingPOS & invoicingMulti-warehouse inventoryWhatsAppInstallable app
As seen in:Diario ÁreaCadena SER
sattotal.com
Sattotal dashboard with active repairs, monthly revenue and customer map
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Does your project need the next level?

Complex problems require expert solutions. Does your project require complex logic, cutting-edge technology implementation, or AI integration? I can help and advise you.

Got a technical challenge?

If your project needs solutions others can't deliver, let's talk.