Scattered Information
Critical data is scattered across tools, wikis, logs, and tickets, making it hard to find what's relevant.

Organizations that provide production support for enterprise applications or manage large data pipelines often face real-time challenges where incidents demand immediate attention to prevent downtime or data loss. Support engineers are frequently under pressure to analyze multiple sources, logs, and system alerts to diagnose and fix problems quickly, especially during peak operational hours or critical reporting windows.
Merlin, TechWish’s advanced AIOps platform, helps support teams respond with intelligent, context-specific insights. By correlating current issues with historical incidents and integrating relevant code references, documentation, and logs, Merlin streamlines troubleshooting and helps engineers resolve issues faster and more confidently.
Critical data is scattered across tools, wikis, logs, and tickets, making it hard to find what's relevant.
Similar issues are resolved differently depending on who’s on call, leading to inefficiencies.
Teams spend more time investigating than solving, with no clear guidance in the moment of need.
Merlin is built to improve the efficiency of on-call engineers by delivering real-time suggestions and insights based on historical incident resolutions, source code, and documentation. It brings relevant information directly to support teams so they can troubleshoot faster and make better-informed decisions.
Correlates current issues with similar past incidents and successful resolutions to reduce redundant troubleshooting.

95% of recommendations delivered in under 27.8 seconds.

Adjustable precision with 99% relevance at optimal settings.

Combines internal documentation, tickets, code references, and external resources for better context.

Containerized, scalable, and deployable both on-prem and in the cloud.

Accelerates troubleshooting and shortens incident response cycles.

Helps teams respond faster to reduce operational disruption.