Organizations have spent years talking about the value of mentorship. Companies launch formal programs, recruit mentors, make matches, send the welcome emails and celebrate the launch. The work often feels substantial because there is a clear beginning and a set of milestones that are easy to track.
Then the harder part begins.
The initial excitement fades. Meetings get pushed. Participants stop responding. Mentors become less active. Program administrators start sending reminders. Six months later, an organization can say it has a mentorship program, but it may have a much harder time explaining what the program actually accomplished.
That distinction is at the center of the 2026 Mentorship Effectiveness Index. Our benchmark data points to a problem I believe deserves much more attention from HR leaders: the gap between mentorship adoption and mentorship effectiveness. Organizations have become increasingly willing to offer mentorship. The harder challenge is creating the conditions that allow those relationships to become useful, sustained and measurable.
A Match Is a Beginning, Not an Outcome
For years, we have treated the successful mentor-mentee match as one of the primary milestones of a mentoring program. It makes sense. Matching is visible and easy to report. An HR team can say, “We matched 500 employees this year,” and that number can look like meaningful progress.
But the match itself tells us very little about what happens next.
Two people who have never met are suddenly expected to establish trust, find time on their calendars, determine what they should discuss and figure out what they want from the relationship. If the program provides little support beyond the introduction, the responsibility for making the relationship work falls almost entirely on the participants.
Our Mentorship Index looks at what happens beyond that initial connection because that is where effectiveness begins to take shape. Across Upnotch communities, 4,282 mentorship sessions have been completed, with an average session completion rate of 45%. Top-performing communities reach 64% completion. The gap points to an important reality: creating a match is only the first step. The real measure of a mentorship program is whether those connections turn into sustained participation and meaningful relationships.
The implication for program leaders is important. Matching should be viewed as the first stage of the participant experience, with the program designed around helping that relationship develop over time.
Why Mentorship Programs Lose Momentum
Participant drop-off rarely comes down to a lack of interest in mentorship itself. People want guidance. They want access to experience and perspective. They want someone they can turn to when they are navigating a new role, considering a career move, developing a skill or trying to understand what comes next.
The challenge is turning that interest into a sustained habit.
Time is one factor, but it is rarely the only one. Participants may be uncertain about what a mentoring relationship is supposed to look like. A poor match can make it difficult to establish momentum. Unclear expectations, limited communication and a program that becomes difficult to navigate after the first meeting can all contribute to disengagement.
The strongest programs account for this when they design the participant experience. They give people reasons to return, tools that make interaction easier and enough structure to help relationships develop without making those interactions feel scripted. They recognize that participants need support throughout the relationship, not simply at the point of introduction.
The Best Programs Design for the Second Conversation
I often tell organizations that they should spend as much time thinking about the second conversation as they do the first match.
The first conversation usually has a natural structure. Both people are curious. There is an obvious reason to meet. They introduce themselves, compare backgrounds and begin to understand why they were connected. The second conversation requires something more. There needs to be enough value in the relationship for both people to make time for it again.
Did the mentee leave the first conversation with a question or goal? Did the mentor understand where they could be useful? Did they find something worth exploring together? Did both people leave with a reason to continue?
This is where program design starts to matter. High-performing mentorship programs create momentum around the relationship. They make scheduling easier, provide prompts or goals when useful, give participants ways to communicate between meetings and monitor engagement closely enough to identify friction before a relationship disappears.
The clearest finding in our index is that high-performing programs are distinguished by structure. Upnotch’s data shows that top-performing communities achieve 64% session completion, compared with an average of 45%, and identifies four practices behind stronger performance: structured engagement, goal-oriented matching, accountability systems, and community density.
Technology has an important role here, particularly as organizations try to manage programs at scale. It can reduce administrative work, make connections easier to manage and help program leaders understand where engagement is happening. The technology still serves the relationship. The objective is to remove friction so participants can spend more of their time building a useful connection.
Measurement Has to Move Beyond Participation
The Index also raises a fundamental question for HR leaders: what exactly should a mentorship program measure?
Enrollment is useful. Match rates are useful. Participation rates can tell us whether people are showing up. Those metrics provide important information about the health of a program, but they do not tell us whether mentorship actually produced value.
A more meaningful measurement framework asks what happened inside the relationships. Did the relationship continue beyond the first meeting? Did participants achieve the goals they established? Did mentees develop new skills or greater confidence? Did they expand their professional networks? Did mentors find the experience valuable enough to participate again?
These questions are harder to answer because they require organizations to look beyond activity and examine outcomes. They are also much closer to the value HR leaders are trying to create.
If mentorship is going to become a meaningful part of talent strategy, organizations need to evaluate it with the same discipline they apply to other investments in their people. A program should be able to demonstrate more than participation. It should provide evidence that the relationships are creating value.
The Next Generation of Mentorship Will Be Measured by Relationships
The next phase of mentorship will require organizations to think differently about what success looks like. Launching a program, filling a roster and making matches are operational milestones. The more important question is what happens after those milestones have been reached.
That matters even more as organizations become increasingly distributed and employees have fewer organic opportunities to build relationships across teams, functions and levels of seniority. A well-designed mentoring program can create those connections intentionally, but the program has to support the relationships once they exist.
Technology, automation, reminders, analytics and AI can make mentorship easier to manage and scale. They can help organizations identify engagement patterns, reduce administrative work and give participants more support. The human relationship remains the reason the program exists in the first place.
For HR leaders, the standard should therefore move beyond simply being able to say, “We offer mentorship.” A more useful question is: Are our people actually building relationships that help them grow?
The 2026 Mentorship Effectiveness Index is designed to help organizations answer that question with evidence. The organizations that understand the difference between participation and effectiveness will be better positioned to build mentorship programs that become part of how people develop, connect and advance.
Mentorship has never been difficult to justify. The more important challenge now is understanding whether the experience an organization has created is actually working.
Author Bio
Tatia Zuloaga bio:
Tatia Zuloaga is a three-times founder, entrepreneur, and CEO and co-founder of Upnotch, an AI-powered mentorship platform helping individuals and organizations build meaningful professional connections and transform community engagement. Before Upnotch, Tatia co-founded and led LiveAlumni, a technology company focused on strengthening connections between higher education institutions and their alumni. Her work centers on the power of relationships, mentorship and technology to create meaningful opportunities for growth. Tatia believes the strongest communities go beyond providing benefits to their members — they create environments where members actively share knowledge, open doors, solve problems and create tangible value for one another.
