Product innovation, applied AI and evidence-driven validation

Ideas and technology, turned into products you can test and evidence.

We work with companies, startups, technology providers, research organisations and European R&D consortia, covering the path from problem and user needs to product definition, prototype or MVP, validation and the evidence needed to decide what should advance.

Our purpose

Evidence is what turns a promising idea into a decision.

Between an idea, a research result or a promising technology and a product that could be adopted lies a stretch few plans protect: deciding what the product actually is, making it tangible, testing it with the people who would use it, and gathering evidence that holds up.

That stretch is our remit. We work in it so the next investment decision rests on evidence rather than intuition, whether the answer turns out to be advance, modify, prioritise, scale or reconsider.

We also research it. Our open R&D line asks why patients abandon digital health interventions and whether calibrating information dose per person can change that. See the R&D Lab.

"Industrial AI rarely fails for technical reasons. It fails for organisational ones." Alan Menk · ESTEP AI-4-Steel Workshop, Leoben, April 2026
We Cancer Survivor app: over 1,000 survey responses in 18 languages from 52 countries.
We Cancer Survivor app: over 1,000 survey responses in 18 languages from 52 countries.
Founding-team experience built inside these European programmes
EU4HealthRFCS · Clean Steel PartnershipHorizon EuropePIC 862917918
Our remit

What we agree at the start, and what you hold at the end.

At the start of an engagement
  • A defined scope: the problem, the users and the decision the work has to inform.
  • Explicit assumptions: the hypotheses that have to hold for the idea to be worth pursuing.
  • Agreed evidence criteria: what would count as a positive result, and what would not.
  • Realistic estimation: effort and timeline matched to the decision at stake.
  • A stated role: discovery, product definition, prototyping or validation, in writing.
What you hold at the end
  • A product proposition: defined, prioritised and traceable to documented needs.
  • Something tangible: a prototype or MVP that can be put in front of real users.
  • Validation results: tested with users and measured, with the negatives reported too.
  • Evidenced maturity: a TRL position supported by proof rather than assertion.
  • A justified next step: advance, modify, prioritise, scale or reconsider, and why.

We work alongside internal teams, technology providers, research groups, innovation consultancies and consortium coordinators. Our contribution starts at the first framing of the problem, not once the specification is already written.

What we bring

Four capabilities, one purpose: decisions backed by evidence.

01

Product discovery & definition

Understanding the problem, the users and the use cases, then turning them into a product proposition specific enough to be built and argued for.

02

Prototyping & MVP definition

Making an idea, a need or a technology tangible, so it stops being a discussion and becomes something people can react to.

03

Validation & evidence

Hypotheses, user research, experiments and metrics, run to produce evidence that stands up, including when that evidence is negative.

04

Applied AI with a product lens

Identifying which AI use cases are genuinely worth pursuing, designing them around the people who have to trust the output, and testing whether they hold.

See our full capabilities

How we work

From problem to decision.

Our approach is a sequence shaped by our founding team’s experience across real innovation and R&D projects. Every stage exists so the next decision is better informed than the last.

PROBLEM / IDEA / TECHNOLOGYPRODUCTPROTOTYPE / MVPEVIDENCEDECISIONPOSSIBLE ADOPTION
01

Discover

Understand the problem, the users, the assumptions and the use cases that actually matter.User research · Voice of Customer · stakeholder discovery · process analysis · data archaeology · Opportunity Solution Trees

02

Define

Turn the opportunity or the technology into a concrete product proposition.Value proposition · use cases · requirements · UX · AI use cases · scope and prioritisation

03

Prototype

Make the proposition tangible, as a prototype or an MVP, so that it can be tested.Prototypes · MVP definition · technical feasibility · TRL positioning

04

Validate

Test the assumptions with users, metrics and real evidence.Hypotheses · user testing · pilots · usability · success metrics · evidence reporting

05

Decide

Use the evidence to determine the next justified step.Advance · modify · prioritise · scale · reconsider · exploitation and adoption readiness

Evidence → Decision

Evidence is not generated only to prove that an idea works. It exists so that an organisation can decide whether an initiative should advance, be modified, be prioritised, be scaled or be reconsidered. A result that closes a line early is worth as much as one that opens it, and costs far less than finding out two years in. Adoption and exploitation may follow: what we commit to is preparing the ground for that decision and evidencing it, not guaranteeing the outcome.

By the numbers

Verifiable figures, with their sources.

11
Partners in the RIVER consortium (RFCS Clean Steel) for which our co-founder designed the product framework
41
Organisations in the smartCARE consortium: 33 beneficiaries and 8 associated partners
€2.5M
smartCARE project budget, of which €2.0M EU contribution under EU4Health
1,000+
Survey responses in 18 languages from 52 countries, turned into product decisions
108
Patients and clinicians in the smartCARE pilot, across Czechia, Slovenia, Spain and Italy
88-100%
Task completion rate across the 45 usability scenarios tested on the smartCARE prototype

Figures from European and corporate programmes delivered by our founding team in previous and current professional engagements, before and outside Vuola Consulting, S.L. They evidence capability, not Vuola’s own delivery history. Sources: EU Funding & Tenders Portal (project 101080048) and the smartCARE Final Blueprint report.

Track record

The experience behind Vuola.

Vuola Consulting is a newly established technology company, built on the previous experience of its founding team across European R&D, digital health, industrial AI and technology innovation. The initiatives below are that prior experience, not engagements delivered by Vuola.

Explore all projects

Key team

Direct dialogue with the project's senior profiles.

Alan Menk
Product innovation & applied AI

Alan Menk

PhD, with research in intelligent and recommender systems. Author of the RIVER framework paper for industrial AI. Product leadership and technical work-package experience in international consortia (RFCS Clean Steel, EU4Health).

Rebeca Delconte
Integration & enterprise systems

Rebeca Delconte

Specialist in data architecture and systems integration, with over ten years in complex production environments and corporate infrastructure.

More about our track record

Who we work with

Three collaboration profiles, the same standard of evidence.

Companies, startups and technology providers

Companies, startups and technology providers

Teams holding a promising idea, a research result or a technology that has to become a product proposition, a prototype or an MVP, and be tested before larger investment is committed.

Research organisations and European R&D consortia

Research organisations and European R&D consortia

Universities, research and technology centres, coordinators and proposal managers who need product discovery, use-case definition, prototyping, user validation, TRL evidence and exploitation support inside a work package.

Public sector and regional bodies

Public sector and regional bodies

Administrations, health centres and agencies driving cross-border innovation projects that need specialist support to structure, validate and evidence their digital initiatives.

Specialisation without ambiguity

We focus on one stretch of the journey: turning a problem, an idea or a technology into a product proposition that can be prototyped, tested and evidenced. We do not coordinate projects, we do not assemble consortia, and we do not claim to carry a product to market for you. We join forces with R&D&I consultancies and coordinators, contributing product and technical rigour without overlapping their work. See exactly where we stop →

Shall we move your project forward?

Choose your starting point to define the next steps:

🏢

Companies & startups

Tell us the idea, the technology or the prototype. We will set out what needs testing and what evidence would settle it.

🇪🇺

European R&D

Send us the topic or the call. We will propose the role we would take, the deliverables and the effort allocation.

🏛️

Public sector

Set out your innovation challenge or territorial project. We will design the approach and the validation model.

Start a conversation