Internal assistants and copilots
- Assistants for support, operations, sales or back office functions.
- Connection to internal documentation, tickets, CRM or ERP.
- Answers with sources, confidence boundaries and human escalation.
Applied AI
Applied AI for automation, search and better decisions.
Useful AI does not start with an isolated demo. It starts with concrete processes, available data, clear limits and a way to measure whether the system helps.
Discuss an AI projectRAG and semantic search
- Indexing documents, knowledge bases and technical content.
- Hybrid search across text, vectors and metadata.
- Permission control, traceability and incremental updates.
Document extraction and classification
- Processing PDFs, emails, invoices, delivery notes, contracts or forms.
- Structured extraction with human validation where needed.
- Classification, tagging and routing of documents or requests.
Process automation
- Review, summarization, prioritization and draft-generation flows.
- Integration with n8n, queues, APIs, webhooks and internal tools.
- Controls to avoid high-risk automated actions without approval.
Evaluation, safety and operations
- Test sets, quality metrics and regression checks.
- Logging of prompts, answers, sources and errors.
- Safety controls, privacy, usage cost and monitoring.
Applied AI
Typical deliverables
Validated prototype with real data
Integration architecture
Ingestion and update pipeline
n8n workflow where useful
Evaluation dashboard
Deployment and operating documentation