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Use cases · who it's for

Who DBRAINS is for.

The ideal customer has already moved past the "we should do something with AI" phase. They have a specific operational problem but no method to get there, or they've already tried and stalled at analysis. The parameter isn't just size: it's operational maturity.

The three primary profiles

Who decides on results.

Focused on European SMEs with 20–250 employees, with at least one structured department and someone accountable for operational results.

Operations Manager

Manages high-volume manual processes. Needs concrete numbers to justify the investment to the CFO or CEO. DBRAINS provides them, drawn from their specific process.

Innovation Manager

Has an AI mandate, but the projects never land. The problem isn't the technology: it's the lack of a path that reaches all the way to execution.

CEO or General Manager

Decides directly on operational processes. Has no time for long workshops: wants to quickly understand whether it's worth it, how much it costs, what changes.

Other stakeholders

Who comes in with SYNAPSES, WAVE and models.

Marketing, Sales & HR Managers

They already have the tools but don't make them work in a coordinated way. DBRAINS hooks in via SYNAPSES (MCP or API); where that isn't possible, the domain's vertical WAVE is activated.

IT Lead / CISO in regulated sectors

In cybersecurity, legal, structured finance and public administration, with years of internal documentation, vertical fine-tuning answers the need for a fully private, isolated model.

Sectors with the best fit

Where automation produces measurable savings.

Sectors with a high density of repetitive, document-heavy processes, where the return shows up quickly.

Professional services
Marketing & communications
Finance & administration
HR & people
Manufacturing & operations
Sales

Who isn't the target

Large companies with structured IT teams and already-formalised processes require longer cycles and a less immediate differential value. Companies without structured departments don't have the conditions to adopt DBRAINS successfully.

The sweet spot

European SMEs structured enough to have defined processes, and flexible enough to change them quickly.

Do you recognise yourself in one of these profiles?

Tell us about your context and a process to start from. We'll show you what would change, with numbers on your case.