At Conoted, we take it a step further by implementing expert group recommendation based on their competencies, skills, and areas. This means that our system will automatically suggest users with the right knowledge and experience to the appropriate groups and projects.

How ​​does it work?

Conoted analyzes user data, such as:

  • Tags in notes, which reflect key competencies and areas of knowledge.
  • Groups the user participates in, and their activity in discussions.
  • Areas that they create and include their notes and contacts in.
  • Interaction history, including comments, joint projects, and answers to questions.
  • Engagement in the topic, taking into account not only knowledge, but also the level of engagement, so that the team is productive.

- Based on this data, the application recommends experts to participate in new groups and projects, helping to form a team where each member complements each other.


Use cases

1. Student projects

Imagine a group of students working on a scientific project on machine learning. They create a group in Conoted and the system automatically recommends:

  • Other students who are already working in this field and have tags related to AI and Data Science.
  • Professors and teachers who could advise on complex issues.
  • External experts who have previously shared useful materials and participated in similar projects.

Result: The right people with the right experience appear on the team, who can speed up the work on the project.

---

2. Corporate tasks

A new digital transformation project is launched within the company. Managers create a group, and Conoted suggests that they include:

  • Employees from other departments who have knowledge in business analysis and IT.
  • Colleagues who have previously worked on similar tasks and demonstrated a high level of involvement.
  • External experts who are ready to act as consultants.

Result: The project starts working faster and more efficiently due to the involvement of the right people.

---

3. Working on a startup

A young startup is looking for specialists to develop a new mobile application. Conoted helps find through knowledge in the community:

  • UX/UI designers with experience in related fields.
  • Developers working with the necessary technologies.
  • Marketers who have previously published notes on app promotion.

Result: The startup gets access to a community of specialists who can be immediately involved in the work.

---

Why is it convenient?

Problem and Solution in Conoted

  • Long search for suitable specialists / Fast and accurate recommendations from experts
  • Uncertainty about who is best suited for the project / Analysis of skills and experience based on knowledge
  • Limited search capabilities / Automatic expansion of the circle of contacts 
  • Low involvement of participants / Recommendations from people who have already shown interest in the topic 

---

Key benefits for users

1. Time saving. No need to spend hours searching - the system itself will suggest the right people.

2. Relevance. Recommendations are based on the real activity and interests of users.

3. Flexibility. You can easily add new people to projects and distribute them by areas.

4. Convenience. All experts and knowledge are in one place, without having to switch between different platforms.

---

How ​​this helps create “useful connections”

At Conoted, we believe that not only notes, but also people are key sources of knowledge. That’s why our system connects users not only by groups, but also by interests and competencies. Over time, each person forms a personal network of useful contacts, which can be used for training, work, and personal projects.

---

The future of recommendations in Conoted

In the future, we plan to:

  • Deep analysis of connections between users to understand who interacts with whom more often. based on popular topics.
  • Automatic creation of mini-groups for discussions based on popular topics.
  • Integration with external services, such as LinkedIn, to take into account the professional data of users.

---

Conclusion: The competency-based user recommendation feature is not just a convenience, but a new level of productivity and work organization in Conoted.