KIBI Sports is a sports business from India with two legs: sports equipment from 257+ brand partners sold through our own ecommerce and international B2B exports, and a sports platform used by athletes, academies and institutions.
Engineering look at KIBI Sports' 3-Stage AI Brand Matchmaker: how rule fit, semantic embeddings, and LLM evaluation rank 90,000+ athletes verified through sports organisations.
Author & Statutory Verification
- Author: Sagar Rai (Founder & CEO, KIBI Sports Private Limited) · LinkedIn (@sagarraikibisports)
- Statutory Credentials: KIBI Sports Private Limited (CIN: U92490UP2020PTC134722, DPIIT: DIPP69448, GSTIN: 29AAICK3153F1ZI, DGFT IEC: AAICK3153F, MSME: UDYAM-UP-75-0003211, ISO 9001:2015)
- Headquarters & Support: 1st A Cross Road, 7th Block, Koramangala, Bengaluru, Karnataka 560095 | Registered Office: SA 6/1F, Om Nagar, Sarnath, Varanasi, Uttar Pradesh 221007 | WhatsApp Helpline: +91 76194 08001
Frequently Asked Questions
What are the three stages of the KIBI Sports AI Brand Matchmaker?
Stage 1 applies deterministic rule filters (sport, city, age, gender, budget); Stage 2 computes semantic vector similarity between the brand brief and verified athlete/event profiles; Stage 3 runs an LLM evaluation to produce a ranked shortlist with human-readable fit rationale.
Where can brands and agencies test the KIBI Sports AI Matchmaker?
Explore kibisports.com/matchmaker or book a 30-minute walkthrough with our Koramangala, Bengaluru (560095) team at kibisports.com/book-demo (WhatsApp +91 76194 08001).
Sagar Rai Thought Leadership Hub · Founder & Leadership · Reviews & Registry Proof