The latest articles on DEV Community by Tanmay Kumar Pradhan (@tanmay_f00d502ebc45bf0bf9). https://dev.to/tanmay_f00d502ebc45bf0bf9 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4047749%2F8e9ae20a-7b95-4d1f-92ce-215bdcd86b05.png https://dev.to/tanmay_f00d502ebc45bf0bf9 en Tanmay Kumar Pradhan Sun, 26 Jul 2026 09:48:43 +0000 https://dev.to/tanmay_f00d502ebc45bf0bf9/building-an-observable-ai-market-research-agent-with-signoz-98m https://dev.to/tanmay_f00d502ebc45bf0bf9/building-an-observable-ai-market-research-agent-with-signoz-98m <h1> AI Market Research Agent 🤖 (SigNoz Hackathon Submission) </h1> <h2> 👁️ Observability &amp; Monitoring with SigNoz </h2> <p>This agent is fully instrumented using <strong>OpenTelemetry</strong> to export telemetry data to <strong>SigNoz</strong>. Because AI agents involve variable latency and unpredictable logic paths, full visibility is critical.</p> <p><strong>What is Tracked via openinference-instrumentation-google-adk:</strong></p> <ul> <li> <strong>Distributed Tracing:</strong> Every tool call (like <code>google_search</code>) and LLM generation is traced.</li> <li> <strong>Token Usage &amp; Latency:</strong> Tracks exact time taken by Gemini 2.0 Flash to synthesize data.</li> <li> <strong>Error Tracking:</strong> API rate limits or failed search queries are caught in the trace.</li> </ul> <h3> 🚀 How Judges Can Run This Locally </h3> <ol> <li>Ensure SigNoz is running on your machine.</li> <li>Install dependencies: <code>pip install -r requirements.txt</code> </li> <li>Export the SigNoz endpoint: <code>export OTEL_EXPORTER_OTLP_ENDPOINT="http://localhost:4318/v1/traces"</code> </li> <li>Set your Gemini key: <code>export GOOGLE_API_KEY="your_api_key"</code> </li> <li>Run the agent using the ADK CLI: <code>adk run agent.py</code> </li> </ol> agents ai llm monitoring