AI Football Agent's Response Time Cut by 80% Using OpenTelemetry and Cloud Run

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Developer Sami Maghnaoui built PlaybackIQ, an AI agent that delivers pre- and post-match football analysis along with minute-by-minute insights using RAG and text-to-speech. During high-traffic match days, the app suffered severe latency issues that degraded the user experience. Engineers diagnosed the bottlenecks by implementing OpenTelemetry on the Agent Platform to trace slowdowns in LLM calls and data retrieval. The deployment was then migrated to Cloud Run to better handle concurrent traffic loads. These two changes together reduced the agent's latency by 80% within roughly 60 minutes of work.

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