Case 01 · n8n Conversational Agent

We automated corporate scheduling by reading the intent of every conversation

We paired the orchestrated n8n architecture with the internal messenger to classify topics in real time, book meetings in the right calendars, and notify teams without manual intervention.

Response time

-74%

Coordinators stopped manually reviewing every thread: the agent dispatches schedules in seconds.

Coverage

7 canales

Key groups were integrated in the corporate app: Onboarding, Production, Sales, Operations, and Support.

ROI in 6 weeks

3.4×

Fewer labor hours, fewer scheduling errors, and more timely meetings.

Smart architecture on top of n8n

We modeled the flow as a multi-step agent: it listens to mentions in enabled groups, detects intent by topic, checks availability, and confirms with contextual messages. Every decision is logged for audit traceability.

  • Message classification via embeddings and team-calibrated rules.
  • Calls to the corporate calendar API with client-priority windows.
  • Replies in the original thread with summary, time, participants, and a confirmation CTA.
  • n8n control panel to adjust thresholds, add groups, and pause the agent.
Automation diagram built in n8n
Agent architecture built in n8n

Operational flow

The agent acts as a digital coordinator: it captures context, decides with AI-reinforced rules, and executes multi-app tasks without friction.

  1. 1

    Granular listening

    Streams relevant messages, filters operational noise, and detects keywords, tone, and urgency.

  2. 2

    Classification + scheduling

    Analyzes intent with embeddings, checks owner availability, and books slots prioritizing strategic accounts.

  3. 3

    Immediate feedback

    Replies in the same thread with a summary, confirmation, and reschedule links. Logs metrics in an n8n dashboard.

Tangible results

210

automatic bookings per week without human intervention.

98%

precision in topic detection after two weeks of training.

0

critical requests lost thanks to redundant alerts and manual failover.

Leadership now separates strategic discussions from daily logistics, while the agent handles scheduling with discipline and consistency. Automation is delivered as a managed service: we support calibration with an operating playbook to replicate the solution in new areas.