Qualibit supports SMEs and large enterprises in introducing AI agents to automate document-based, cognitive and operational processes. We adopt it internally before proposing it to clients: we use AI agents daily to assist with analysis and programming, travel documentation management, document drafting and report generation from existing documents or structured logs.
What we can automate #
Document and cognitive tasks #
These are cases where an AI agent works autonomously on unstructured content:
- Review and analysis of tenders, specifications and technical requirements
- Analysis of client and supplier contracts (critical clauses, deadlines, obligations)
- Documentation preparation for ISO, safety and quality audits
- Technical due diligence on subcontractors and new partners
- Non-conformance analysis and lessons learned
- Technical proposal preparation from specifications
- Progress reports (SAL), project reports and management summaries
- Onboarding plans from internal manuals and procedures
- Recovery and reuse of corporate know-how from historical documents
Operational pipelines with software integration #
When a process involves multiple business systems in sequence, we design orchestrated pipelines with checkpoints and structured outputs. Integration examples:
- ERP / management systems (SAP, Dynamics, Zucchetti, TeamSystem): reading orders, delivery notes, invoices for automatic analysis or reporting
- Document management systems (SharePoint, Google Drive, corporate DMS): indexing, retrieval and document summarisation on demand or on schedule
- Email and calendar: automatic classification of incoming requests, response drafting, deadline reminders
- Databases and data warehouses: natural language querying, report generation from structured queries
- Industrial MES/SCADA systems: process log analysis, anomaly detection, production shift summaries
- Ticketing and CRM: automatic categorisation and prioritisation, information extraction from history
- Custom REST APIs: integration with any system exposing a programmable interface
How we choose the right approach #
Not every process requires the same architecture. Our assessment starts from these questions:
| Scenario | Approach |
|---|---|
| Cognitive task on documents, non-mission-critical | Standalone agent |
| Sequential pipeline with multiple systems and operational responsibilities | Orchestrator with specialised agents |
| Repeatable standardisable tasks | Workflow with structured outputs and validation |
| Long pipeline with intermediate states | Explicit checkpoints and persistent external state |
Transactional logic and critical decisions always remain under human or deterministic system control: AI handles reasoning, not governance.
How we work #
1. Exploratory discussion #
A free call to understand whether the conditions are right, which processes have the most potential and what ROI is realistic.
2. Process analysis #
We map workflows, documents and systems involved, define expected outputs and quality criteria.
3. Prototype and validation #
We develop a prototype on the chosen process. The client evaluates output quality before proceeding to full implementation.
4. Implementation and integration #
We configure the agent or pipeline, integrate with existing systems and define monitoring and maintenance processes.