End-to-End Elite AI Engineering
From Vibe Coding to enterprise deployment. We build cloud orchestration, sovereign local inference, and agent governance for companies demanding excellence.
The Vulnerabilities of Unregulated AI
Artificial Intelligence without engineering is a liability, not an asset.
Sensitive data sent to public APIs without prior sanitization, control, or masking.
Inaccurate or dangerous responses generated by decontextualized models without structured RAG.
Decentralized use of dozens of AI SaaS tools off the radar and out of security control.
Architectures tightly coupled to a specific provider (OpenAI), hindering migration and inflating costs.
Enterprise AI Ecosystem
Agnostic and Scalable Solutions
Managed Cloud AI
Architecture and deployment over enterprise cloud services (NVIDIA AI Enterprise, AWS Bedrock, GCP Vertex, Azure OpenAI) with centralized orchestration.
Sovereign Inference (On-Prem)
Deployment of open models (Llama 3, DeepSeek R2, Qwen 3, Mixtral, Kimi, Minimax) via NVIDIA NIM in GPU-optimized containers — many with no upfront license cost.
Secure RAG & Hybrid
Enterprise RAG pipeline with NVIDIA RAG Blueprint: vector indexing, NIM reranking, and advanced extraction from PDFs/tables/charts.
AI Security Governance
NeMo Guardrails for Content Safety, Topic Control, and Jailbreak Detection, plus offensive Red Teaming with NVIDIA Garak.
Real-World Applications
How our clients transform operations with elite AI Engineering.
Private Legal Analysis
Extraction and summarization of confidential contracts via local RAG without data traveling to the cloud.
Security Operations
Log triage agents that analyze SIEM alerts and suggest mitigations, running isolated on the perimeter.
Autonomous Support
Intelligent ticket routing based on unified knowledge bases from Zendesk/Jira.
Assisted Software Engineering
Internal assistant connected to private company repositories (Git) for secure onboarding and pair programming.
AI-Powered CVE Analysis
NVIDIA Morpheus + NIM for automated container vulnerability analysis, reducing CVE triage from days to seconds.
Sovereign GPU Inference
LLM deployment via NVIDIA NIM on H100/A100 GPUs on-premise with TensorRT-LLM, ensuring minimal latency and full data sovereignty.
Why Does AI Engineering Matter?
The difference between experimental projects and production-ready systems.
AI Adoption Roadmap
Tactical methodology without wasting time in infinite PoCs.
Discovery & Threat Modeling
Data identification, leakage risk mapping, and strategic definition of the ideal deployment (Cloud vs Local).
AI Pipeline & RAG Design
Robust construction of invisible data engineering (ETL ingestion, vectorization, and targeted embeddings).
Orchestration & Integration
Implementing Control Planes, LLM Gateways, and monitoring response stability via LLMs-Judges.
Hardening & Red Teaming
Offensive bombardment (Jailbreaking, RBAC Exploitation) simulating real attacks against AI in staging.
Corporate AI requires Engineering, not just an API.
Stop sending your strategic data to black boxes. Integrate intelligence into your processes safely with resilient architecture.
Accelerate AI ProjectsThe 360° Artificial Intelligence Stack
We master the entire AI ecosystem: from managed SaaS Providers to dense on-premise infrastructure.
Foundational Models
Cloud AI Platforms
Frameworks & Agents
Inference Infra
Vector DBs & Search
MLOps & Governance
NVIDIA NIM Platform
GPU-optimized inference microservices that accelerate enterprise AI deployment from weeks to minutes.
NIM Inference Engine
Pre-built, GPU-optimized containers with industry-standard APIs. Deploy state-of-the-art models (Nemotron, Llama, DeepSeek, Qwen, Mixtral, Kimi, Minimax) on any NVIDIA-accelerated infrastructure — many with no upfront cost.
NeMo Guardrails
Programmable safety microservices: Content Safety (35k+ samples), Topic Control to prevent conversational drift, and Jailbreak Detection trained on 17k+ known exploits.
RAG Blueprint
Enterprise reference pipeline for Retrieval-Augmented Generation with NIM: inference, reranking, PDF/table/chart extraction, and multimodal embeddings.
Morpheus Cyber AI
AI-powered cybersecurity framework for CVE analysis at scale, real-time anomaly detection, and container protection with SBOM and cryptographic signing.
AI Engineering FAQ
Strategic questions and answers about implementation.
Cloud AI (via NVIDIA AI Enterprise, AWS Bedrock, Google Vertex, or Azure OpenAI) uses managed models with heavy corporate SLAs and does NOT train on your data. Local AI runs open models (Llama, DeepSeek, Qwen, Mixtral, etc.) on proprietary servers via NVIDIA NIM for cases where data cannot leave the perimeter, or to drastically reduce token costs at high volumes.
Myth. Today's open-weight models (like Llama 3 70B, DeepSeek R2, Qwen 3 72B, and Mixtral 8x22B) often surpass first-generation paid models in corporate benchmarks, while being highly optimized for fast inference via NVIDIA NIM (Edge/On-Prem) — many available with no upfront license cost.
An architecture that connects LLM intelligence to your structured (and unstructured, like PDFs) data, ensuring responses with truthful corporate context and citing documentary sources.
More than magic texts, it's testable software development. We create deterministic system templates governed via CI/CD to prevent AI response regression.
Unplanned projects scale token costs absurdly fast. We analyze the utility of each use case against compute consumption to determine if it requires a giant cloud model or a focused small local one.
Prompt Injection aims to induce adversarial actions bypassing main directives. We employ LLM Firewalls, I/O sanitizers, and semantic verification to shield your agents.
NVIDIA NIM (NVIDIA Inference Microservices) are pre-built, GPU-optimized containers that transform AI model deployment from weeks to minutes. They offer industry-standard APIs, auditable SBOM, cryptographic container signing, and support for cloud, on-premise, or air-gapped deployments with full security and compliance.
NVIDIA NeMo Guardrails are specialized NIM microservices trained on extensive datasets (35k+ Content Safety samples, 17k+ known jailbreaks). Unlike generic solutions, they offer Topic Control, Jailbreak Detection, and Content Safety as GPU-optimized services, natively integrated with Nemotron models and with minimal inference latency.
Lead the AI Revolution
Talk to our AI and Security engineers.
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Avenida Paulista, 1636 - São Paulo - SP - 01310-200