An agent prepares incoming request classification, identifies missing information and suggests routing, requiring team approval before changing a ticket, escalating a case or sending a message to the customer.
The after-sales team receives requests about faults, spare parts, warranties and delivery tracking. Their level of detail varies, and several product ranges are involved. Coordinators must identify the appropriate specialist and collect enough information for that person to assess the issue, while maintaining visibility of requests that require special attention.
Tickets sometimes move between queues because the equipment or request remains unclear. A customer's stated urgency may differ from the documented situation. Coordinators spend time asking for serial numbers, usable fault descriptions and missing context before they can assign the request appropriately.
Define a request taxonomy and test classification on authorized tickets, displaying the evidence behind each proposed route and identifying cases where the available context remains insufficient for a decision.
Prepare assignment suggestions and requests for clarification based on approved rules, submitting every proposed ticket change and customer message to a person who can review and authorize the action.
Compare suggestions with coordinator decisions during a measured pilot, then determine the production scope and potential integrations after reviewing incorrect classifications, ambiguous cases and situations requiring particular care.
The baseline and objectives are defined during scoping, then compared with pilot results.
Agents use your internal knowledge. Useful results, once approved, can join a knowledge base your company retains and controls.
Find authorised sources, procedures and experience needed for the task.
Your team checks responses, decisions and new information to retain.
Define who approves, where information is stored, which version is reused and who can access it.
This workflow is defined during scoping and included in the project scope. Knowledge is enriched through approved content; models are not automatically retrained.
Bid manager, sales leadership and subject experts at a B2B SME
An agent extracts tender requirements, finds authorized references and prepares a response outline, leaving commitments to the responsible managers and requiring approval of every document before submission to the buyer.
View detailsSales director, account managers and business development staff at a regional SME
An agent brings together authorized internal account information and prepares a meeting brief, clearly separating documented facts, questions to ask and assumptions the account manager still needs to verify.
View detailsOperations manager, mobile technicians and scheduling staff at a maintenance SME
An agent turns authorized field notes into a draft service report, flags missing details and prepares a version the technician must approve before it is shared or used to update records.
View detailsLet’s discuss your data, your tools and the outcome you need.
