Modulario by AMCEF
Demo

AI ticket reply drafting — agents respond 5× faster with AI assistance

Modulario AI drafts a ticket reply based on the knowledge base and history of similar cases. The agent reviews, personalises and sends — instead of writing from scratch.

Ahorro: 30–60 % reduction in average ticket response time
Módulos: helpdesk Documentos

AI reply drafting: agents edit, they don’t write from scratch

An experienced agent knows what to answer. A newcomer spends 10 minutes searching the documentation, then 10 minutes writing the reply. 20 minutes per ticket. AI reduces that to 4 minutes — the agent just reviews, updates the customer name and hits Send.

How AI generates the draft

Ticket context

Ticket #2245 — Kovospol s.r.o.
Agent: Mária K.
Customer text: "The April invoice has an incorrect VAT ID. 
                Invoice number FAP-2026-0124."

AI suggests a reply

AI DRAFT REPLY:

"Dear Sir/Madam, thank you for letting us know.

We have verified invoice FAP-2026-0124 — the VAT ID was 
indeed recorded incorrectly [AI note: please insert correct VAT ID].

We will issue a credit note and a corrected invoice 
within 24 hours. The documents will be sent to 
info@kovospol.sk.

We apologise for the inconvenience.

Kind regards,
[agent name]
Modulario Support"

Source: KB article #127 "Correcting billing details"
AI confidence: 89 %

[Send] [Edit] [Reject and write manually]

Contextual auto-fill

AI automatically populates:

  • Customer name from CRM record
  • Contact email from CRM
  • Invoice number from the ticket text
  • Relevant KB article as a link

The agent just checks accuracy and clicks Send.

Building the knowledge base from overlooked tickets

When an agent writes a reply that AI did not suggest, the system proposes adding it to the knowledge base. Over time the pool of replies grows and AI drafts become more accurate.

Módulos necesarios para este caso de uso

AI helpdesk replies tickets customer service knowledge base

Preguntas frecuentes

Where does AI get the content for the draft reply?

From the internal knowledge base (FAQ, HOW-TO documents, product documentation), from the history of similar resolved tickets, and from current product documentation. AI cites the source — the agent always knows where the draft came from.

What if AI suggests an incorrect reply?

The agent always sees the suggested reply before sending and can edit or reject it freely. When an agent corrects an AI draft, the system learns from the correction — the same mistake will not be repeated.

Can AI draft a reply in a different language?

Yes — if the customer writes in English, AI drafts the reply in English. Supported for 25+ languages automatically. The tone is set according to your company style (formal, friendly, technical).

¿Quiere implementar este caso de uso en su empresa?

Reserve una consulta gratuita de 60 minutos — le mostraremos cómo funciona en un entorno real.

Dávid Bělousov

Dávid Bělousov

Sales Director

+421 902 826 802 sales@amcef.com
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