Data Engineering
We integrate, clean, structure and expose data so AI can work with reliable and governable information.
- ETL/ELT, pipelines and data APIs.
- Data lakes, warehouses and migrations.
- Quality, classification and technical governance.
We turn data, models, assistants and automation into secure, traceable and useful operational capabilities for the business.
Data, Artificial Intelligence & Automation
We design and implement artificial intelligence and automation solutions that connect models, data, documents, internal systems and real business workflows.
AI is not just about connecting a chatbot. It requires data engineering, LLM architecture, security, privacy, traceability, evaluation, governance and responsible integration with the organization’s processes.
AI Factory
We create assistants, RAG, agents and automations with security, privacy, evaluation and operations from design.
Capabilities
We cover the full chain: preparing data, designing the solution, integrating models, automating processes, evaluating results and operating with governance.
We integrate, clean, structure and expose data so AI can work with reliable and governable information.
We build solutions that use language models and multimodal capabilities to solve concrete business tasks.
We design internal agents capable of using tools, consulting sources, executing tasks and operating under supervision.
We automate processes where AI contributes judgment, classification, extraction, writing, analysis or decision support.
AI Engineering
An enterprise AI solution needs more than prompts: it requires architecture, evaluation, observability, cost control, security and operations.
LLM architecture
Model selection, model routing, context design, tools, permissions and operational limits.
RAG and corporate knowledge
Ingestion, chunking, embeddings, vector databases, retrieval, citation and source control.
Quality evaluation
Test cases, evaluation datasets, metrics, human review and regression monitoring.
Observability and costs
Traces, token consumption, latency, errors, prompts, cost per flow and operational alerts.
Privacy and security
Sensitive data handling, minimization, segregation, access controls and prevention of information leakage.
Guardrails and operations
Usage policies, approvals, autonomy limits, fallback, auditability and continuous improvement.
Use cases
Deliverables
Methodology
1. Discovery
Process, users, available data, constraints, risks and measurable objective.
2. Design
Architecture, model, sources, permissions, flows, UI, integrations and output criteria.
3. Prototype
Early validation with real data, limited users and minimum controls.
4. Evaluation
Response quality, security, privacy, cost, latency and operational accuracy.
5. Implementation
Integration with systems, automation, roles, monitoring, logs and controlled deployment.
6. Continuous improvement
Feedback, metrics, new sources, prompt adjustments, controls and workflow evolution.
AI governance
We help organize AI inventory, risks, use cases, providers, data, roles, internal policies, impact classification and usage controls.
We can align the work with frameworks such as NIST AI RMF, ISO/IEC 42001, ISO/IEC 23894 and OWASP GenAI Security when the context requires it.
AI security
AI solutions can introduce new attack surfaces, operational errors and information exposure. That is why security is incorporated from design.
Testing and mitigations against malicious instructions, context manipulation and tool abuse.
Source control, permissions, citation, document contamination, data leakage and knowledge isolation.
Autonomy limits, action authorization, human review, tool abuse and decision traceability.
Prevention of sensitive data, secrets, internal documents, customer information and unauthorized response exposure.
Important criterion
Before building, we validate whether the use case has enough data, measurable impact, adequate controls and realistic operations. When a simple rule, traditional integration or process improvement solves the problem better, we say so.
Good signals to start
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