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About opentelemetry.io (Developer Tools)
This page provides details about opentelemetry.io (Developer Tools) which was ranked #8 out of 162 in the list of sources (3 citations (2.1% share)) in answers from AI models (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. This source is referenced for brands: OpenTelemetry.
Used by AI Models
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Pages from opentelemetry.io (2 links)
| URL Path | Citations | Position |
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| opentelemetry.io | 0 | N/A |
| /docs/specs/semconv/messaging | 3 | 10 |
Brands Referenced By This Website (1 brand)
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Citations from AI Responses
OpenAI ChatGPT Latest
(3 citations)
How can I track AI chatbot responses across platforms?
[...] mp, 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 (subscribe to webhooks/events): - [...]
[...] s, 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): - Slack Events API (https://api.slack.com/apis/connections/events-api) - Messenger Platfo [...]
Which tools provide real-time AI monitoring and alerts?
[...] egrations. 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. [...]