Public Launch Coming 2026

The Science of
Meaningful Connection.

We provide the Modular Affinity Engine for communities, events, and planners. Stop relying on randomness. Start engineering compatibility.

Our Technology

Not just data.
Strict Evaluation.

Unlike traditional apps that rely on simple correlation, VINKULO treats compatibility as a strict exam. Our proprietary algorithm processes hundreds of variables to penalize red flags and reward complementary traits.

🎓

Higher Education (EdTech)

Roommate matching & Peer mentoring.

💼

Corporate & Events

Smart Networking agendas & ROI.

🥂

Social Planning

Wedding table automation.

core/nonreal_engine.py
def calculate_affinity(u_a, u_b):
    score = 0
    max_p = 0

    for rule in criteria_matrix:
        
        # 1. HARD FILTER
        if rule.is_hard_filter:
            if u_a[c] != u_b[c]:
                return 0.0 

        # 2. WEIGHTED CALCULATION
        w = rule.importance_weight
        dist = get_vector_dist(u_a, u_b)
        
        score += (dist * w)
        max_p += w

    return normalize(score / max_p)
Market Validation

Validated with 100,000+ Users

Our technology is the engine behind huge student communities.
We are not starting from zero.

100k
Active Students

Successfully deployed within the Linkers Madrid ecosystem, managing interactions and events for a massive university community in Spain.

2.5M
Data Points

We have processed millions of answers to refine our weighting algorithm, achieving high-satisfaction matches based on real-world feedback.

10+
Iterations

12 months of R&D testing different algorithmic models in live events to reach the current "Predictive Compatibility" standard.

Strategic Roadmap

Our path to redefining social infrastructure.

Q1 2026

Self-Service Launch

Release of the Admin Dashboard. Planners can configure weights and filters without code.

Q2 2026

Algorithmic Suite

Scenario-based recommendations. Choosing the best mathematical model for specific event goals.

Q3 2026

Mobile Experience

Dedicated app for attendees with QR check-in and real-time feedback loops.