This page provides details about OpenTelemetry (product) which was ranked #10 out of 155 in the list of brands (9 mentions (14.6% share)) in answers from AI models (Perplexity Sonar (with search) (latest), OpenAI ChatGPT Latest) when they were asked the following 2 questions: "How can I track AI chatbot responses across platforms?", "Which tools provide real-time AI monitoring and alerts?" on Dec 24, 2025 by AI Chat Watch.
Which tools provide real-time AI monitoring and alerts?
[...] e.[New Relic AI Monitoring](https://newrelic.com/platform/ai-monitoring)
- **UptimeRobot** ([https://uptimerobot.com](https://uptimerobot.com/knowledge-hub/monitoring/ai-monitoring-guide/)): Monitors AI endpoints/APIs with instant alerts via Slack/email/SMS for latency, errors, or outages; supports OpenTelemetry and Grafana integration.[AI Monitoring: Strategies, Tools & Real-World Use Cases](https://uptimerobot.com/knowledge-hub/monitoring/ai-monitoring-guide/)
- **Obsidian Security** ([https://www.obsidiansecurity.com](https://www.obsidiansecurity.com/blog/ai-agent-monitoring-tools)): Offers real-time be [...]
December 24, 2025
[...] ttps://www.obsidiansecurity.com/blog/ai-agent-monitoring-tools)
- **Pydantic Logfire** ([https://www.montecarlodata.com/blog-best-ai-observability-tools/](https://www.montecarlodata.com/blog-best-ai-observability-tools/)): Enables real-time tracing of LLM interactions and infrastructure metrics via OpenTelemetry for debugging and alerts.[The 17 Best AI Observability Tools In December 2025 - Monte Carlo](https://www.montecarlodata.com/blog-best-ai-observability-tools/)
### Additional Options
- **Monte Carlo** (from [https://www.montecarlodata.com/blog-best-ai-observability-tools/](https://www.montecarlodat [...]
December 24, 2025
How can I track AI chatbot responses across platforms?
[...] ge_id, parent_message_id, user_id (hashed), platform (web, Slack, WhatsApp, etc.), direction (user|bot), timestamp, text (redacted), attachments, intent/fallback, latency_ms, model_vendor, model_name, provider_request_id, token_usage_prompt, token_usage_completion, cost, tool_calls, feedback.
- Use OpenTelemetry semantic conventions for messaging so you can treat conversations as traces/spans: OpenTelemetry (https://opentelemetry.io/), Messaging semantic conventions (https://opentelemetry.io/docs/specs/semconv/messaging/)
2) Instrument every channel to emit the same events
- Web/mobile chat widgets: add m [...]
December 24, 2025
[...] r|bot), timestamp, text (redacted), attachments, intent/fallback, latency_ms, model_vendor, model_name, provider_request_id, token_usage_prompt, token_usage_completion, cost, tool_calls, feedback.
- Use OpenTelemetry semantic conventions for messaging so you can treat conversations as traces/spans: OpenTelemetry (https://opentelemetry.io/), Messaging semantic conventions (https://opentelemetry.io/docs/specs/semconv/messaging/)
2) Instrument every channel to emit the same events
- Web/mobile chat widgets: add middleware around send/receive to log your canonical events.
- Major messaging platforms (subscrib [...]
December 24, 2025
[...] (redacted), attachments, intent/fallback, latency_ms, model_vendor, model_name, provider_request_id, token_usage_prompt, token_usage_completion, cost, tool_calls, feedback.
- Use OpenTelemetry semantic conventions for messaging so you can treat conversations as traces/spans: OpenTelemetry (https://opentelemetry.io/), Messaging semantic conventions (https://opentelemetry.io/docs/specs/semconv/messaging/)
2) Instrument every channel to emit the same events
- Web/mobile chat widgets: add middleware around send/receive to log your canonical events.
- Major messaging platforms (subscribe to webhooks/events): [...]
December 24, 2025
[...] _vendor, model_name, provider_request_id, token_usage_prompt, token_usage_completion, cost, tool_calls, feedback.
- Use OpenTelemetry semantic conventions for messaging so you can treat conversations as traces/spans: OpenTelemetry (https://opentelemetry.io/), Messaging semantic conventions (https://opentelemetry.io/docs/specs/semconv/messaging/)
2) Instrument every channel to emit the same events
- Web/mobile chat widgets: add middleware around send/receive to log your canonical events.
- Major messaging platforms (subscribe to webhooks/events):
- Slack Events API (https://api.slack.com/apis/connections [...]
December 24, 2025
[...] usage objects where available:
- OpenAI API docs (https://platform.openai.com/docs)
- Google AI (Gemini) docs (https://ai.google.dev/)
- Azure OpenAI Service (https://learn.microsoft.com/azure/ai-services/openai/)
4) Pipe events into a centralized store
- Open-source observability path:
- OpenTelemetry Collector → Elasticsearch + Kibana or Grafana Loki + Grafana
- Elasticsearch (https://www.elastic.co/elasticsearch/)
- Logstash (optional for ETL) (https://www.elastic.co/logstash/)
- Kibana (dashboards) (https://www.elastic.co/kibana/)
- Grafana (dashboards) (https://grafana.com/grafana/) [...]
December 24, 2025
Which tools provide real-time AI monitoring and alerts?
[...] monitoring. https://www.lakera.ai/
- Prompt Security — LLM firewall with real-time monitoring and alerting/integrations. https://www.promptsecurity.ai/
- CalypsoAI — AI security/monitoring and policy enforcement for enterprise AI. https://calypsoai.com/
Open standard you can use to roll your own
- OpenTelemetry — Standard for traces/metrics/logs; export your AI metrics to any backend and set alerts there. https://opentelemetry.io/
Want a short-list tailored to your stack (cloud, framework, and where you want the alerts to land: Slack, PagerDuty, email)? Tell me your environment and what you need to monit [...]
December 24, 2025
[...] s. https://www.promptsecurity.ai/
- CalypsoAI — AI security/monitoring and policy enforcement for enterprise AI. https://calypsoai.com/
Open standard you can use to roll your own
- OpenTelemetry — Standard for traces/metrics/logs; export your AI metrics to any backend and set alerts there. https://opentelemetry.io/
Want a short-list tailored to your stack (cloud, framework, and where you want the alerts to land: Slack, PagerDuty, email)? Tell me your environment and what you need to monitor (latency, cost, drift, safety events, conversion, etc.), and I’ll narrow this down. [...]