Voice & conversational AI

Make the conversation connect to the operation.

Calvoryn helps with the implementation around a voice or conversational system: routing, human handoff, system writeback and evaluation of the complete flow.

Discuss a voice workflow
Routing · Handoff · Writeback

Where a conversation breaks down

The assistant can hold a conversation, but the caller cannot reach a person. The result never reaches the CRM. A request is recorded without enough information for staff to act. The conversation ends while the operational work remains open.

The implementation needs to account for the caller, the staff member and the system that holds the result.

What the work can include

  • Call routing and connection to the existing telephony path.
  • Conversation behaviour for a defined task and its exceptions.
  • Human handoff with enough context for a person to continue.
  • Writeback: saving the result into the relevant business record.
  • Evaluation examples for expected conversations and failure scenarios.
  • Recovery paths when the model, a tool or a downstream system fails.

Conversation reaches a routing decision. An in-scope request proceeds to a permitted system action. A request requiring a person goes to human handoff. Successful action saves the result in the record. A failed action enters a visible follow-up queue. A failed or unavailable human handoff also enters that queue.

Conversation routes to a permitted system action or human handoff. Failed actions or unavailable handoffs enter a visible follow-up queue.
Illustrative conversation workflow. An explanatory example, not a customer deployment. Failed handoffs remain visible for follow-up.

What gets tested

Review how the system handles an unclear request, missing details, interruptions, unavailable tools and a caller asking for a person. Check that the destination system receives the intended result and that a failed write is visible.

Human handoff should be tested as a real operating path: who receives it, what context they receive and what happens if they cannot take over.

Agree the operational boundaries

Scope depends on the telephony or chat platform, system access, language requirements and the task being handled. Recording, data handling, caller information and escalation requirements need to be agreed for the actual use case. No platform partnership, universal compatibility or service-level guarantee is implied.

For the connections behind the conversation, see systems integration. For an unfinished build, see production rescue.

Start a conversation

Show where the conversation gets stuck.

Bring an outline of the current flow, the systems involved and an example of the handoff or result you need. Share non-sensitive examples for the first discussion.