Applied AI use cases

How to read these examples

Each case includes objective, flow, typical integrations and KPIs. They are not promises: templates to discuss feasibility in your context and define a measurable MVP.

  • Define the “before and after” of the process
  • Decide what is automated vs. escalated to a human
  • Measure impact: time, cost, conversion and quality

Support chatbot that reduces tickets

A well-designed chatbot does not “talk for talking”: it resolves the repetitive, captures context, and escalates to a human when needed.

Flow

  • Knowledge base (RAG) + FAQs
  • Ticket creation with context and evidence
  • Handoff to agent with summary

What to measure

  • % resolution without an agent
  • Time to resolution
  • CSAT and re-contact

Sales assistant to qualify leads

An assistant that asks the right questions, routes to the right team, and logs the lead in your CRM reduces friction and speeds first response.

Flow

  • Qualification questions and scoring
  • CRM logging + assignment
  • Scheduling or handoff with summary

What to measure

  • % qualified leads
  • Conversion to meeting
  • Response time

Voice agent to confirm appointments

Outbound calls to confirm, reschedule or cancel appointments with calendar/system updates and customer notification.

Flow

  • Outbound call + verification
  • Updates calendar/CRM
  • Summary and logs for audit

What to measure

  • Confirmation rate
  • No-shows
  • Cost per confirmation

Automation for onboarding, incidents and reporting

Workflows to move information between tools, validate data, request approvals, and keep an audit trail.

Flow

  • Input: form/email/API
  • Validations + approvals
  • System logging + notifications

What to measure

  • Cycle time
  • Errors/rework
  • Operational backlog

Follow-up and opportunity reactivation

Automate follow-ups when an opportunity goes cold: reminders, personalized messages and CRM status updates so you do not lose deals to slow response or bad timing.

Flow

  • Detect inactivity by stage/time
  • Multichannel send (email/WhatsApp) with context
  • Update CRM + create task on reply

What to measure

  • Response rate
  • % reactivated opportunities
  • Conversion and time to close

Data sync between CRM/ERP and channels

When data does not match, operations break. Well-built integrations reduce duplicates, improve traceability, and avoid manual work.

Flow

  • Webhooks/APIs + reconciliation
  • Deduplication and rules
  • Alerts and audit

What to measure

  • % sync errors
  • Duplicates
  • Latency
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