Hi, can you send the development quote for project P-0248 today?
AI INTEGRATIONS
The software stays. The way you work with it changes.
We integrate AI capabilities into the software your company already uses — management tools, internal applications, document platforms and daily work channels.
The system keeps its data, rules and history. We add new ways to query information, prepare work and execute authorised actions.
SAME SYSTEM · NEW CAPABILITIES · CONTROL PRESERVED
Following up on project P-0248 — we need the development quote before Friday.
- Copied into a spreadsheet
- Waiting for someone to pick it up
- Client asks again — still no quote
- Reading project and client from your systems
- Building development quote #Q-1184
- Sending quote to the client by email
THE SYSTEM KEEPS CONTROL
The integration adapts to the architecture that already supports the business.
Current software remains responsible for its data, rules and operations. AI does not replace it or become a parallel source of truth.
We add a controlled layer that translates requests, uses authorised capabilities and returns every result to the corresponding system.
What is requested
Query Prepare Verify Execute
ADAPTATION LAYER
Translate Query Control Return
CURRENT SOFTWARE
Data · Rules · History · Permissions
ONE REQUEST. ALL THE CONTEXT NEEDED.
The user should not rebuild the work every time.
Case file being assembled
DELEGATED AUTHORITY, NOT GENERAL ACCESS
AI receives only the capabilities needed to complete one concrete task.
Every operation is evaluated against identity, system, requested action and defined policies. Being connected does not mean being authorised.
| Operation | Authorised person | Integrated AI | Control applied |
|---|---|---|---|
| Query assigned clients | Allowed | Allowed | System permissions |
| Prepare a proposal | Allowed | Allowed | Sources recorded |
| Modify a discount | Within limit | Propose only | Manager approval |
| Send a proposal | Allowed | Conditional | Prior confirmation |
| Change bank details | Finance only | Blocked | Human intervention |
YOUR CURRENT SOFTWARE IS THE STARTING POINT
Tell us what you use and what should work better.
You do not need to define an architecture or choose a model. Tell us which system holds the information, which task consumes time and which action should become simpler.
Before proposing a solution we check available APIs, the permission model, data quality and system limitations. If the integration cannot be done with guarantees, we will say so before building.
Existing system · Concrete capability · Verified feasibility