AI Telco Troubleshooting Challenge

Reasoning Models for Root Cause Analysis in Telecom Networks
Happening from Nov 2025 – Mar 2026

About the challenge

Modern telecom networks face frequent and complex faults, from hardware failures to software misconfigurations that disrupt services and increase operational costs. Recent progress in large language models (LLMs) offers a new opportunity: applying reasoning-capable AI to automatically detect, interpret, and explain the root causes of network issues.

The AI Telco Troubleshooting Challenge aims to accelerate innovation in applying LLMs for Root Cause Analysis (RCA) within telecom networks. By tackling real-world datasets and unseen fault conditions, participants will contribute to:

  • Reducing network downtime and operational costs through intelligent fault analysis.
  • Developing models that generalize across diverse network scenarios and environments.
  • Enabling scalable, autonomous, and resilient telecom systems through reasoning-driven AI.
  • Exploring small, edge-trainable models (SLMs) that offer efficient performance and lower deployment barriers.

Join the global community of researchers, developers, and innovators shaping the next generation of AI-driven telecom reliability.

Join the world’s brightest minds to build the next generation of telecom AI to tackle one of telecom’s biggest challenges: Root Cause Analysis in networks. Compete, innovate, and shape the future of autonomous telecom systems.

Happening from Nov 2025 – Mar 2026

Powered By Industry Leaders

In partnership with the world’s leading community organizations:
GSMA, ETSI, IEEE, ITU, and TM Forum

Supported by headline and technology partners including:
Huawei, InterDigital, NextGCloud, RelationalAI, and xFlow Research,

and technical advisors from AT&T.

Competition Highlights
What makes this competition extraordinary
  • Global Recognition
    Winners receive international recognition and the opportunity to be showcased on global stages
  • Innovative AI Challenges
    Tackle real-world telecom problems using the latest Generative AI and reasoning models, driving innovation across edge and cloud environments
  • Multi-Phase Competition
    Structured timeline with development phases, leaderboard updates and milestone reviews
Competition Tracks
Choose your challenge path and showcase your expertise in AI innovation for next-generation telecom networks.
  • Generalization to New Faults
    Develop models that can handle unseen scenarios across different fault types, datasets, and network conditions.
  • Small Models at the Edge
    Design lightweight RCA models that can be efficiently trained and deployed on edge servers.
  • Explainability & Reasoning
    Build AI systems that not only detect root causes but also explain their reasoning in clear, interpretable way.
Evaluation Platform
Compete on the world's leading data science competition platform
  • Real-time Leaderboard
    Track your performance and compare with competitors globally
  • Community Driven
    Join thousands of data scientists and AI practitioners
  • Fair Evaluation
    Transparent scoring and unbiased assessment metrics
Prize Pool
Up to EUR 35k
The competition offers a total prize budget of EUR 35k, which will be equally shared between the winners of each competition track. This includes cash awards, travel and accommodation to attend MWC Barcelona in March 2026, and tickets for winners to present their work to the AI for network community.
Top Awards
One winner will be selected for each track
  • Best Performing Cloud Model (LLM)
    Awarded to the team whose large language model demonstrates exceptional performance, reasoning accuracy, and scalability in cloud environments.
  • Best Performing Edge Model (SLM)
    Awarded to the team delivering the most efficient and effective small language model designed for edge computing scenarios, with a focus on low latency and resource optimization.
  • Best Reasoning Model
    Recognizing innovative approaches that excel in interpretability and fault reasoning accuracy — models that explain why a fault occurred, not just what happened.
Additional Recognition
  • MWC Barcelona 2026
    Winning team leads will present their solutions live on stage at Mobile World Congress Barcelona.
  • Travel Grant
    Winners will receive travel and accommodation support to attend MWC Barcelona 2026.
  • Featuring on Hugging Face
    Top-performing models will be showcased on the Hugging Face platform.
  • IEEE Publication
    Opportunity to publish papers on IEEE Workshop on LLMs for 6G and Beyond.
Competition Timeline
A structured journey from launch to award ceremony
  • Friday, 21 November 2025
    Global Launch Webinar
    Official launch webinar introducing the challenge, TeleLogs dataset, and competition structure with ITU, GSMA, ETSI, IEEE, and TM Forum.
  • Tuesday, 25 November 2025
    MWC Doha Launch
    Competition officially announced at Mobile World Congress Doha. Teams can register and prepare for the challenge.
  • Friday, 28 November 2025
    Competition Opens
    Challenge begins! Teams access the TeleLogs dataset and start developing their AI solutions for telecom troubleshooting.
  • Sunday, 1 February 2026
    Submission Deadline
    Final day for teams to submit their solutions. All models and documentation must be submitted for evaluation.
  • Thursday, 6 February 2026
    Winners Announced
    Challenge winners are officially announced. Top performing teams are invited to present at MWC Barcelona.
  • Thursday, 5 March 2026
    Award Ceremony - MWC Barcelona
    Winners present their solutions and receive awards at Mobile World Congress Barcelona 2026.
Launch Webinar Details
Get ready to kick off your journey in the AI Telco Troubleshooting Challenge by joining our comprehensive launch webinar. Discover all you need to know about the competition, including key dates, how to access the TeleLogs dataset, and expert tips on fine-tuning large language models for telecom troubleshooting.
AI Telco Troubleshooting Challenge Global Launch
  • Date
    Friday, 21 November 2025
  • Time
    14:00 – 15:00 CET (Geneva)
  • Format
    Online event
  • Stream
    Discovery - AI/ML in 5G

Join us for the official launch of the first AI challenge dedicated to fine-tuning LLMs for telecom troubleshooting. Learn about the TeleLogs dataset, competition tasks, and how to participate in this groundbreaking initiative organized by ITU, GSMA, ETSI, IEEE, and TM Forum.

Location & Venue
Join us at two iconic Mobile World Congress events
Launch eventMWC Doha 2025
location
Doha, Qatar

date
November 2025
Award ceremonyMWC Barcelona 2026
location
Barcelona, Spain

date
March 2026

Launch your journey at MWC Doha and celebrate your achievements at MWC Barcelona with

two premier global telecom events connecting industry leaders, innovators, and pioneers.

Location & Venue
Join us at two iconic Mobile World Congress events
Launch eventMWC Doha 2025
location
Doha, Qatar

date
November 2025
Award ceremonyMWC Barcelona 2026
location
Barcelona, Spain

date
March 2026

Launch your journey at MWC Doha and celebrate your achievements at MWC Barcelona — two premier global telecom events connecting industry leaders, innovators, and pioneers.

IEEE ICMLCN 2026
Abu Dhabi, United Arab Emirates     |     30 March – 2 April 2026

 

The winner of the AI Telco Troubleshooting Challenge will have the exclusive opportunity to publish their work at the IEEE International Conference on Machine Learning for Communication and Networking.
IEEE ICMLCN 2026
Abu Dhabi, United Arab Emirates

 

    30 March – 2 April 2026

 

The winner of the AI Telco Troubleshooting Challenge will have the exclusive opportunity to publish their work at the IEEE International Conference on Machine Learning for Communication and Networking.

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