CRM and ERP
Customer records, deals, inquiries, statuses, and other business data can be connected when a suitable API or approved integration method is available. 1C can be included where it is part of the operating environment.
Connect AI to the systems your company already uses. AI can retrieve permitted data, classify requests, prepare responses, create or update approved records, initiate allowed actions, and hand complex cases to an employee.
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You do not need to move every business process into a new platform. We define the data and actions required for the specific use case.
Customer records, deals, inquiries, statuses, and other business data can be connected when a suitable API or approved integration method is available. 1C can be included where it is part of the operating environment.
Employee workspaces, accounting systems, databases, and other services involved in the actual business process.
Website forms, Telegram, and other approved channels can connect to server-side business logic and internal systems.
Policies, instructions, and approved company material can provide context for a response or a controlled downstream action.
Available actions depend on the business process, access permissions, and the agreed level of system autonomy.
Read only the information required for the task from permitted sources.
Classify an inquiry, extract relevant fields, and prepare structured data for the next step.
Generate a response, record, task, or other result that can be validated before execution.
Complex, ambiguous, or sensitive cases can be handed to a person together with the context already collected.
A controlled integration layer sits between AI and the business system and defines permitted data and actions.
Customers, deals, documents, and statuses remain in the system that owns them. AI should not create a competing copy of operational state without explicit synchronization rules.
Permission to retrieve information does not imply permission to change it. Each operation can define fields, limits, permissions, and required validation.
User permissions and access to data are validated before an operation is executed.
A repeated event should not create a second lead, deal, or other duplicate business record.
The system checks whether an operation actually completed and does not treat an AI intention as a successful action.
Important workflows can record the source event, attempted action, validation result, and final outcome.
Identify data sources, participants, technical interfaces, permissions, and operating constraints.
Select one defined task and specify the data that may be read and the actions that may be performed.
Test reads, writes, failures, repeated events, validation, and escalation to employees.
After validation, add monitoring, action history, documentation, and agreed operational support.
Each use case defines which information is actually needed. Unnecessary fields and data outside the user's permissions should not be included.
Actions affecting a customer, deal, payment, or other sensitive business object can require an additional check or employee approval.
Telegram acts as an interface while customer records, ownership, notifications, integration endpoints, and business logic remain in the server-side system.
The expert guide covers system ownership, access permissions, separation of interpretation from action, duplicate protection, and observability.
Yes, when the system provides a suitable API or another approved integration method and the required access permissions are available.
No. Each use case can receive only the data it needs, with allowed actions defined separately.
Only approved operations should be available. Deterministic application logic can validate data, permissions, and allowed state changes before a write.
Important operations should use result checks, safe retries where appropriate, and error logging. An action is not treated as complete merely because the AI proposed it.
Tell us which systems your company already uses and what needs to happen between them. We will define a realistic first integration stage.