Understand
AI, language models and differences between tools for the team to share a common base and vocabulary.
Third sector · AI training and implementation · 2026
A journey of Utopiq and Associació Alba to convert a shared AI base into criteria, prioritized processes and an applicable roadmap.

The context
The Associació Alba accompanies people in vulnerable situations and their families, and works for an inclusive and committed community in Urgell and Segarra.
Its activity connects educational and therapeutic support, community inclusion, training and work, culture, leisure and support to families. This diversity of services also implies very different data, teams, processes and responsibilities.
Introducing the AI could not consist of teaching a tool and finishing the project. A shared foundation was needed to protect data and rights, understand real processes and help the team decide where AI could be useful — and where it could not.
“Training should cease to be content that is listened to and become a capability that the organization can apply.”

A project in two phases
The training prepared the language, tools and boundaries. The second phase brought this knowledge to the work processes and decisions about the future of the organization.
A CAS IS NOT COPY
In a free video call we will separate the useful idea from the one that depended on the client, the data, the team or the specific moment.
Phase 1 · Training
Starting in February 2026, four three-hour sessions introduced the AI language models, new tools, and the European ethical and legal framework to all staff.
AI, language models and differences between tools for the team to share a common base and vocabulary.
Exercises on administration, finance, grants, projects, communication and knowledge management.
Personal data, risk, European framework, verification, transparency and professional responsibility.
Templates, shared projects and artifacts built from the needs of the same entity.

The Bridge
Phase 2 · Implementation
Starting in May, Utopiq combined auditing, training, co-creation, prioritization and a stock market of hours to shape a realistic adoption.
Needs, organization chart, systems, data, governance and risks before proposing any automation.
Focused work with key profiles so that the general base becomes role practice.
An Ideaton to map processes of all departments and make opportunities and limits emerge.
Impact, feasibility, complexity, risk and actual absorption capacity as selection criteria.
Exchange of hours to turn priority cases into pilot tests, habits and reviewable decisions.

The idea and the project in figures
The figures describe scope, participation and capacity created. They do not convert future estimates into already achieved impacts.
An initial base distributed in four sessions of three hours.
AI, tools, practice, ethics and European legal framework.
Participants in the July 3 Ideató session.
Different views on processes, data, impact and risk.
Cases documented, analyzed and ordered by horizon.
Priority entry points to start with an assumable scope.
Comprehensive deployment roadmap horizon.
Intermediate self-assessment collected from 17 responses.
Six quick wins
Prioritized initiatives combine utility, feasibility, achievable risk and a sequence that the organization can absorb.
Materials, pictograms and accessible formats with a stable library and professional review.
Operational knowledge, monitoring of actions and understandable instructions in the centers.
Detection of opportunities, fits with projects and monitoring of deadlines.
A shared basis to avoid duplication and give continuity to relationships.
Information prepared to facilitate substitutions and continuity of service.
Transport data to order routes and reduce inefficiencies and footprint.
YOUR START POINT
A summary of the challenge, the current process and the expected result is enough to begin to value a route of its own.
Applied ethics
Decalogue and ethical guidance turn the general framework into everyday decisions adapted to the reality of the Associació Alba.
No personal or sensitive data of users in free or non-governed tools.
No official document comes out without a person who validates it and takes responsibility for it.
The AI helps read and prepare; official sources continue to be the reference.
The AI does not decide on rights, services or vulnerable people.
The AI can prepare, sort, compare and propose. The responsibility for the decision remains human.
What’s inside the organization
Deliverables preserve the memory of the process: what has been learned, what has been prioritized, why, under what conditions and with what responsibility.
Thirteen proposals arranged in three horizons, with phases, dependencies, responsible and estimated costs.
Six initiatives with a specific entry point, indicators and deployment conditions.
Trace the ideas, the votes, the prioritization criteria and the why of each decision.
Alternatives, functions, prices, advantages, limits and maturity scenarios.
Brief principles for turning the framework of responsibility into a daily criterion.
Guidance adapted to the data, services and responsibilities of the Associació Alba.
Topics, recordings, templates and resources built during training and implementation.
A bag of hours to support pilots, adjustments and tracking after delivery.
A tour, not an isolated session
Twelve hours to introduce the AI, practice with tools and build shared criteria.
The knowledge is transferred to administration, finances, grants and projects.
Twenty-six professionals work in five groups and document thirteen proposals.
Roadmaps, tools, materials and ethical framework remain within the organization.
The hour bag allows you to accompany pilots and measure the real impact of the deployment.
Karmina, the agency behind the Studio
Behind Karmina AI Studio there is an agency with track record, team, scale and applied experience in real organizations.
Karmina · AI Studio · Criterio · Dunder Mifflin · Utopiq · Smart Team
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B CorpCertified companyThe verifiable result
The success of the project is not having produced thirteen ideas. It is to have left a common language, practice on real processes, six entry points, a criterion to prioritize and an initial architecture of governance.
The impact metrics of the — pilots recovered, quality, adoption, revenue or service enhancement — will have to be measured during deployment. The road map says what you want to achieve; it does not present it as if it had already happened.
What Associació Alba teaches us
Training prepares people. Auditing orders reality. It opens up possibilities. Prioritizing protects resources. Pilot turns knowledge into change.
Sources and reading criteria
The figures come from the agenda, the results of the Ideató and the two route sheets delivered. Impact and cost estimates have not turned into results.
Associació Alba mission and trajectory ↗Let’s talk
Tell us about your situation, even if the challenge is not fully defined. A member of our team will respond to understand the process and discuss a first step.
hello@karmina.ai