SQL Server
Database adapter · scoped read access
Aiversum · Autonomous automation01 / Work in the real world
Shift report · manufacturingaiv
Data becomes a decision.
Report ready for review
System data + documentationFindings for the shift manager
Scenario · sample data
AI that works.
In your business.
We connect knowledge, people and systems into workflows carried out by AI agents. From your first task to an external AI team.
Your data. Your systems. Your rules.
Your implementation partner
From the first workflow to your external AI team.
We work with you on a concrete task: understanding the process, preparing people, deploying agents and improving their work. Business and IT define the boundaries together.
01
Start with the work to be done.
Choose the process, data and acceptance criteria. Define where an agent acts independently and where a person decides.
02
Connect what you already have.
Company knowledge, email, databases and applications. Access designed for the task, including on-premises infrastructure.
03
Keep improving after launch.
Develop further use cases, assess the quality of work and help your team put new capabilities into practice.
Systems and infrastructure
Your systems. New possibilities.
From a long-standing local application to a modern data warehouse. We design connections that let agents work with your company’s knowledge and tools.
Results: 18
PostgreSQL
Database adapter · SQL queries
SQLite
Local databases and application data
Snowflake
Warehouse data in an agent workflow
Databricks
Data platform and lakehouse environment
Microsoft Fabric
Warehouses, lakehouse and analytics data
BigQuery
Analytics data in Google Cloud
Oracle Database
Business databases and domain applications
Amazon Redshift
Data warehouse in the AWS environment
MongoDB
Document databases for applications
Microsoft 365
Mail and documents · access via Graph
Dynamics 365
CRM / ERP records and business processes
Salesforce
Customer data and sales workflows
SAP
ERP workflows and operational data
IBM i / AS/400
On-premises systems and legacy applications
Comarch ERP
Business documents and workflows
Files & network shares
Knowledge sources in your environment
API / MCP / CLI
Named tools with defined permissions
We connect the systems at deployment. Access is agreed with your IT team.
Discuss an integrationYour systems
aiv
Work output
Human decision
API / MCP / CLI / SQL / files · named tools · agreed permissions
Use cases
AI, closer to everyday work.
Explore a documented deployment and scenarios we can design together for your organisation.
aivIllustrative view
Incoming correspondence
CRM and document context
Draft for approval
Case study · customer service
From a message to a prepared response.
In a customer service deployment, the agent reads correspondence, gathers facts from the CRM and company files, and drafts a response. An employee reviews the content and decides whether to send it.
The agent prepares the case. People remain in control of customer communication.
Live at a clientDeployment described as of 19 Sep 2026
Explore the workflowaivIllustrative view
Isolated environment
Local LLM + aivDocuments · permissions · review
Scenario · sensitive sectors
A local model. Knowledge kept inside.
An example architecture for confidential documents: aiv, a local LLM and company knowledge sources within an isolated organisational environment.
A pilot: document analysis and summaries for a specialist to review.
Illustrative use case, not a client deployment
Discuss a local deploymentaivIllustrative view
Database + documents
Shift report
Manager review
Scenario · manufacturing
A shift report from scattered data.
An example workflow combines a local database, operator reports and documentation. The agent prepares a summary and flags matters that need attention.
The manager receives material for a decision, with references to its sources.
Illustrative use case, not a client deployment
Discuss your workflowA workflow in action
From scattered knowledge to work ready for review.
Follow a single customer case. Choose a step to see where an agent uses data, what it prepares and when a person takes the decision.
Explore how we workaiv / Case workflowSample data
Message read and case identified.
Checked sources
CRM / case #4821Service procedure.pdf
Response draftaiv
Hello, we have checked your request. Below is a summary of the findings and the next step described in the case documentation.
Ready for employee review
The draft has not been sent. A person decides on customer communication.
The Aiversum framework
Technology works when people know how to use it.
We connect skills development with implementation. Security is considered throughout; the expected outcome is defined at the start.
- 01
Education
Understand AI’s possibilities and practise with tasks from your work.
- 02
Behaviour change
The team incorporates new skills into its everyday routines.
- 03
Autonomous automation
Agents carry out agreed tasks within business processes.
- 04
Security
Access, boundaries and accountability are defined.
- 05
Outcome
Assess the result against the agreed acceptance criteria.
Start with skills.
Masterclasses, workshops and career courses. Practical AI skills to put to work.
Environment and data
Define where the agent and model run and what data they can process. Your requirements shape the architecture.
Scope of action
Grant the access a task requires. Define which actions need a person’s decision.
A record of the work
Design logging of actions and sources so a case can be reviewed and its result explained.
Start with one process
What should work differently in your business?
Show us the task, the systems and the constraints. Together, we’ll define a sensible first step.
Let’s discuss your process