In many educational institutions, career guidance and student support continue to face a structural challenge: a lack of objective information, limited scalability, and difficulty delivering personalized support.

The experience of Red Itinere is a clear example of this reality.

The Challenge: Supporting Students Without Real Visibility

Red Itinere, a network made up of nine institutions and more than 1,000 professionals, faced a common challenge in secondary education: how to understand, both individually and collectively, the real competencies of students at a critical transition point in their lives.

Before implementation, they lacked a clear picture of the socio-emotional competencies of students preparing to move on to higher education or enter the workforce.

Existing processes—based on tutoring sessions, multiple platforms, and the expertise of guidance professionals—did not provide a comprehensive, comparable, or actionable view of student development.

The result was decision-making based on incomplete information and limited capacity to scale support effectively.

The Turning Point: Speed, Quality, and Usability

What initially drew Red Itinere's attention to Human AI was straightforward:

• Speed in obtaining results.

• Quality of the reports.

• Ease of use of the platform.

However, as with any meaningful innovation process, adoption was not immediate.

Implementation took approximately six months and involved overcoming two key challenges:

• Aligning internal teams around the project.

• Addressing external concerns, particularly those related to data privacy.

This point is important: educational transformation is not only technological—it is also cultural.

From Complexity to Operational Efficiency

Once the initial phase was completed, integration moved quickly.

With just two hours of training, teams were able to begin working with the platform. In fact, logistics—not technology—proved to be the main deployment challenge.

Today, Human AI is being used within Red Itinere as part of a project-based initiative, with nearly 400 students already assessed and projections to reach 500 within the year.

The Shift: More Time Where It Matters Most

One of the most visible impacts has been increased efficiency:

A 60% reduction in the time spent on assessment and guidance-related tasks.

But the number itself is not the most important outcome.

What truly matters is what that newly available time makes possible.

At Red Itinere, that capacity is being reinvested into strategic initiatives focused on:

• Strengthening the educational value proposition.

• Identifying challenges and opportunities in order to design improvement initiatives.

• Enhancing the connection between higher education and the labor market.

In other words: less time processing information, more time driving meaningful change.

From Intuition to Evidence

Another significant shift has been the quality of decision-making.

The platform provides a holistic view of each student—not only as an individual, but also within their broader group context.

This has a direct impact on educational management:

• Better-informed decisions.

• Greater consistency in student support.

• Stronger alignment across teams.

In addition, teams observed something particularly valuable:

The results generated by the platform closely matched the qualitative assessments already being conducted by educational professionals, including observations related to emotional dimensions.

This reinforces one of the key principles behind Human AI:

Transforming language into actionable insights without losing the human dimension.

More Objectivity, Less Bias

The integration of Human AI has also broadened the evaluation perspective.

Teams report gaining a more comprehensive understanding of students compared to previous approaches.

In contexts where decisions can significantly influence students’ academic and professional futures, this is far from a minor detail.

It is a necessary condition for ensuring equity.

A System That Enhances, Not Replaces

One of the defining aspects of the Red Itinere experience is that Human AI does not replace existing practices—it strengthens them.

The platform integrates seamlessly into existing tutoring and guidance processes, enriching the work of educational teams without disrupting established structures.

Because when technology is applied thoughtfully, it does not replace professionals.

It enables them to go further with better tools.

Conclusion: Measuring to Support More Effectively

The experience of Red Itinere highlights a fundamental idea:

The goal is not simply to assess competencies, but to create the conditions that allow school leadership teams and guidance professionals to support students' decision-making processes with stronger self-awareness tools and deeper insights.

At a time when education must become increasingly connected to professional reality, having access to objective, scalable, and actionable information is no longer a competitive advantage.

It is becoming a necessity.

Because when you can measure with precision, you can guide with intention.

And when you guide more effectively, you help transform life trajectories.