Use cases

Where AI starts to pay off.

Not all processes are equally suited to AI. These are the ones we usually diagnose first because they have volume, available data and a measurable outcome.

Processes with visible return.

Each case includes the problem, the solution and the metric we usually measure. The real scope is adjusted to your company during the evaluation.

Customer operations

Voice and chat assistants

Problem

Calls and chats that wait for a human even when the answer is standard.

Solution

An assistant answers, qualifies and proposes next steps, transferring only when value is added.

up to 73% of first-line queries automated
Knowledge management

Internal RAG and documentation

Problem

Employees lose time searching procedures, contracts or product information.

Solution

A knowledge assistant answers in natural language from approved documents and cites its sources.

up to 85% faster information retrieval
Process automation

CRM, ERP and support workflows

Problem

Data is copied between forms, email and systems, creating errors and delays.

Solution

A flow validates, creates records, notifies owners and updates statuses without manual steps.

up to 99% faster onboarding
Content and marketing

Content at scale with governance

Problem

Teams produce variants manually and struggle to keep brand and legal consistency.

Solution

A generation and review pipeline creates drafts, checks rules and routes them for approval.

up to 60% less time on repetitive content
Data and decisions

Conversational dashboards

Problem

Managers depend on analysts for every new report or segmentation.

Solution

Connect data sources and ask questions in plain language to get indicators and segments.

up to 42% fewer internal data requests
Security and governance

AI access and risk control

Problem

Shadow AI usage, unclear permissions and no audit trail.

Solution

Define roles, approved tools, data boundaries and logs so AI use is visible and controlled.

100% of assistants with defined access rules

Pick one. Measure it. Decide with data.

The best use case is the one that solves a real pain today and that your team can maintain tomorrow. In the evaluation we identify which one fits you.

  • Diagnosis of the current process
  • Data and feasibility validation
  • Proposal with agreed metrics
  • Functional pilot in weeks

A useful plan,
without wasted spend.

The roadmap must help you decide and act. If it doesn't identify concrete, viable and prioritised actions for your company, you don't pay.

01Concrete actions02Technical viability03Clear priorities
Guarantee subject to the scope and conditions agreed before work begins.

Which of these cases matches today's pain?
We diagnose it in one call.