Data Readiness for AI in Telecom

Prepare your  telecom data for efficient AI processing - with support from Polystar.

Accelerate AI Adoption with Clean, Unified, Real-Time Data

If you are to capitalize successful from the promised AI transformation – such as predictive maintenance and automated network optimization – your data needs to be ready. Fragmented data, silos, inconsistent formats and legacy systems all create barriers to AI success. Our solutions enable you to get your data ready for AI.

Challenge in Preparing Telecom Data for AI

As an operator, you face unique challenges:

  • Data Silos: OSS, BSS, and network data scattered across multiple systems.

  • Unstructured Formats: PM logs, XML, JSON, and proprietary binaries.

  • Slow Data Processing: Manual ETL pipelines that can’t keep up with real-time demands.

  • Quality Issues: Incomplete or corrupted data undermines AI model accuracy.

AI thrives on high-quality, timely, and unified data. Are you ready?

The Solution: Telco-Grade DataOps for AI Readiness

Our Data Assurance solution, powered by Kalix DataOps, prepares your data for AI by: 
 


Unifying Data Sources

Real-time and batch ingestion from multi-domain, multi-vendor systems.

AI-Powered Transformation

Automatic schema adaptation, anomaly detection, and enrichment.

Cloud-Native Scalability

Kubernetes-based architecture for on-prem, cloud, or hybrid deployments.

Format-Agnostic Processing

Handling structured and unstructured telecom data.

150+ Prebuilt Connectors

Plug-and-play integration with OSS/BSS, probes, your CRM, and more.

End-to-End Visibility

Built-in monitoring, lineage tracking, and quality control.


Why Data Readiness Matters for AI

AI is only as good as the data behind it. By ensuring data readiness, telecom operators can unlock predictive analytics, automated operations, and deliver superior customer experiences.

Key Benefits of AI-Ready Data

  • Accelerate AI Initiatives: Deliver clean, unified data for training and inference.

  • Improve Model Accuracy: Ensure data quality with anomaly detection and correction.

  • Reduce Complexity: Replace legacy ETL tools with a single, no-code platform.

  • Future-Proof Your Network: Adapt automatically to new KPIs and network upgrades.

Key Benefits of AI-Ready Data

  • Accelerate AI Initiatives: Deliver clean, unified data for training and inference.

  • Improve Model Accuracy: Ensure data quality with anomaly detection and correction.

  • Reduce Complexity: Replace legacy ETL tools with a single, no-code platform.

  • Future-Proof Your Network: Adapt automatically to new KPIs and network upgrades.

Discover Polystar’s other Solution Areas


Network Assurance for Telecom Operators - from Polystar

Network Assurance

Network Assurance is fundamental for ensuring the smooth operation of your networks, across all domains. Real-time visibility of network node health is essential for any telecoms’ assurance program.

Service Assurance for Telecom operators

Service Assurance

Get real-time monitoring of service quality and network resources, enabling your team to detect and analyze issues – and the impact on your customers from any resulting service impairment.


Telecom Industry Insights

Visit our Knowledge Center and stay up to date on Industry trends and more.



Do you want to make your data AI-ready?

Discover how Polystar can support you with Data Management in Telecom - and help you prepare for the AI-driven future.