Workflow map
Identify triggers, systems, data owners, hand-offs, exceptions and the authoritative record.
AI integration and automation
Integrate AI without replacing the tools that already work
Connect the right step in the workflow, preserve system ownership and keep a reliable path for exceptions and rollback.
A disconnected AI tool creates another place for work to get lost.
Copying information between an AI interface and business systems weakens traceability and adoption. But direct integration without permission design, validation or exception handling can be worse. The work is to connect only the useful step and preserve the controls around it.
AI integration and automation
Integration with operational guardrails
The controls below are design commitments. The exact technical and commercial scope is confirmed in the written proposal.
Interface check
Confirm supported APIs, authentication, rate limits, data formats and vendor dependencies before design.
Least privilege
Give the integration only the read or write capabilities required for the approved workflow.
Validation
Check outputs and required fields before information is written back or used for a consequential action.
Exception handling
Route incomplete, uncertain or conflicting cases to a named person without silently dropping work.
Rollback and ownership
Document how to pause the integration, restore the manual path and transfer its configuration and records.
A clear next step
Connect one controlled workflow
Each stage has an owner, an output and an approval point so that progress remains understandable.
Map
Document the current path, systems of record, pain point, volume and responsible owner.
Connect
Implement the smallest integration with restricted rights, validation, logs and a manual fallback.
Measure
Compare the result with the baseline, review exceptions and expand only after an informed approval.
Illustrative deliverable — not a client result
An integration record your team can maintain
- Workflow and system-of-record map
- Interfaces, credentials ownership and permission matrix
- Validation rules, exceptions and human approvals
- Monitoring, rollback, support and change responsibilities
Direct answers
Questions Swiss organisations ask before changing IT or introducing AI
Clear answers help you compare providers, question assumptions and make a more informed decision.
Can AI integrate with our current tools without replacing them?
Often, yes. An assistant or automation can connect to approved systems and fit into an existing workflow. We first check the available interfaces, permissions, data quality and fallback process before proposing an integration.
How do you protect confidential information?
The design begins with minimum data access, explicit permissions and a documented choice of model, vendor, data location, retention, logging and training settings. Sensitive actions can require human approval, and every pilot includes a rollback path.
What is practical AI?
Practical AI starts with a specific business workflow, a measurable outcome and controlled access to data. We design a limited pilot, document the controls and only recommend expansion when the result is useful and supportable.
Start with the problem, not a technology purchase.
Book a 30-minute assessmentBook a 30-minute assessment
Book a 30-minute practical assessment
Tell us about one IT or workflow problem. You will leave with an initial view of the risks, feasible options and the most sensible next step. No technical preparation is required. Fields marked with an asterisk are required.
What happens next
- Describe one problem and suggest a convenient time.
- We use the context to focus the 30-minute conversation on IT, AI or both.
- The conversation ends with an initial view of risks, feasible options and the smallest sensible next step.
+41 22 552 08 10
info@dspsa.ch