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Last updated: August 7, 2026

Gen AI Metrics

Metrics for generative AI usage in Dash0.

dash0.gen_ai.cache_tokens.input

Total GenAI input tokens served from cache.

View the dash0.gen_ai.cache_tokens.input metric in Dash0

PropertyValue
InstrumentCounter
Unit{token}
StabilityStable

dash0.gen_ai.cache_tokens.input is a synthetic metric computed on-the-fly from the ingested span data. Each span contributes the value of its gen_ai.usage.cache_read.input_tokens attribute to the per-bucket sum.

Deprecated PromQL alias: dash0_gen_ai_cache_tokens_input_total.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.cache_tokens.output

Total GenAI output tokens served from cache.

View the dash0.gen_ai.cache_tokens.output metric in Dash0

PropertyValue
InstrumentCounter
Unit{token}
StabilityStable

dash0.gen_ai.cache_tokens.output is a synthetic metric computed on-the-fly from the ingested span data. Each span contributes the value of its gen_ai.usage.cache_read.output_tokens attribute to the per-bucket sum.

Deprecated PromQL alias: dash0_gen_ai_cache_tokens_output_total.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.chats

Counts the number of GenAI chat operations ingested by Dash0.

View the dash0.gen_ai.chats metric in Dash0

PropertyValue
InstrumentCounter
Unit{chat}
StabilityStable

dash0.gen_ai.chats is a synthetic metric computed on-the-fly from the ingested span data. Each span with gen_ai.operation.name=chat contributes a single count.

Deprecated PromQL alias: dash0_gen_ai_chats_total.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.chats.duration

Distribution of GenAI chat operation durations.

View the dash0.gen_ai.chats.duration metric in Dash0

PropertyValue
InstrumentHistogram
Units
StabilityStable

dash0.gen_ai.chats.duration is a synthetic metric computed on-the-fly from the ingested span data. The duration is the duration of each individual span with gen_ai.operation.name=chat.

Deprecated PromQL aliases: dash0_gen_ai_chats_duration_seconds_bucket, dash0_gen_ai_chats_duration_seconds_sum, dash0_gen_ai_chats_duration_seconds_count.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.conversations

Counts the number of GenAI conversations ingested by Dash0.

View the dash0.gen_ai.conversations metric in Dash0

PropertyValue
InstrumentCounter
Unit{conversation}
StabilityStable

dash0.gen_ai.conversations is a synthetic metric computed on-the-fly from the ingested span data.

Deprecated PromQL alias: dash0_gen_ai_conversations_total.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.conversations.duration

Distribution of GenAI conversation durations.

View the dash0.gen_ai.conversations.duration metric in Dash0

PropertyValue
InstrumentHistogram
Units
StabilityStable

dash0.gen_ai.conversations.duration is a synthetic metric computed on-the-fly from the ingested span data.

Deprecated PromQL aliases: dash0_gen_ai_conversations_duration_seconds_bucket, dash0_gen_ai_conversations_duration_seconds_sum, dash0_gen_ai_conversations_duration_seconds_count.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.conversations.info

Identity / metadata mapping for a GenAI conversation.

View the dash0.gen_ai.conversations.info metric in Dash0

PropertyValue
InstrumentGauge
Unit1
StabilityStable

dash0.gen_ai.conversations.info is a synthetic metric computed on-the-fly from the ingested span data. The value is always 1; the info-style series exists to carry the conversation's metadata labels (gen_ai.conversation.id, gen_ai.agent.name, gen_ai.provider.name, gen_ai.request.model, service.name) so display-layer queries can join other GenAI metrics against it via PromQL group_left.

Mirrors the pattern established by dash0.slo.info (ENG-7637). Not intended for alerting or trending — use the per-span counters / histograms (dash0.gen_ai.chats.*, dash0.gen_ai.tokens.*, etc.) for that.

Deprecated PromQL alias: dash0_gen_ai_conversations_info.

dash0.gen_ai.subagents

Counts the number of GenAI subagent invocations ingested by Dash0.

View the dash0.gen_ai.subagents metric in Dash0

PropertyValue
InstrumentCounter
Unit{subagent}
StabilityStable

dash0.gen_ai.subagents is a synthetic metric computed on-the-fly from the ingested span data. Each span with gen_ai.operation.name=invoke_agent contributes a single count.

Deprecated PromQL alias: dash0_gen_ai_subagents_total.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.subagents.duration

Distribution of GenAI subagent invocation durations.

View the dash0.gen_ai.subagents.duration metric in Dash0

PropertyValue
InstrumentHistogram
Units
StabilityStable

dash0.gen_ai.subagents.duration is a synthetic metric computed on-the-fly from the ingested span data. The duration is the duration of each individual span with gen_ai.operation.name=invoke_agent.

Deprecated PromQL aliases: dash0_gen_ai_subagents_duration_seconds_bucket, dash0_gen_ai_subagents_duration_seconds_sum, dash0_gen_ai_subagents_duration_seconds_count.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.tokens.input

Total GenAI input tokens consumed.

View the dash0.gen_ai.tokens.input metric in Dash0

PropertyValue
InstrumentCounter
Unit{token}
StabilityStable

dash0.gen_ai.tokens.input is a synthetic metric computed on-the-fly from the ingested span data. Each span contributes the value of its gen_ai.usage.input_tokens attribute to the per-bucket sum.

Deprecated PromQL alias: dash0_gen_ai_tokens_input_total.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.tokens.output

Total GenAI output tokens generated.

View the dash0.gen_ai.tokens.output metric in Dash0

PropertyValue
InstrumentCounter
Unit{token}
StabilityStable

dash0.gen_ai.tokens.output is a synthetic metric computed on-the-fly from the ingested span data. Each span contributes the value of its gen_ai.usage.output_tokens attribute to the per-bucket sum.

Deprecated PromQL alias: dash0_gen_ai_tokens_output_total.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.tool_calls

Counts the number of GenAI tool call operations ingested by Dash0.

View the dash0.gen_ai.tool_calls metric in Dash0

PropertyValue
InstrumentCounter
Unit{tool_call}
StabilityStable

dash0.gen_ai.tool_calls is a synthetic metric computed on-the-fly from the ingested span data. Each span with gen_ai.operation.name=execute_tool contributes a single count.

Deprecated PromQL alias: dash0_gen_ai_tool_calls_total.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.tool_calls.duration

Distribution of GenAI tool call operation durations.

View the dash0.gen_ai.tool_calls.duration metric in Dash0

PropertyValue
InstrumentHistogram
Units
StabilityStable

dash0.gen_ai.tool_calls.duration is a synthetic metric computed on-the-fly from the ingested span data. The duration is the duration of each individual span with gen_ai.operation.name=execute_tool.

Deprecated PromQL aliases: dash0_gen_ai_tool_calls_duration_seconds_bucket, dash0_gen_ai_tool_calls_duration_seconds_sum, dash0_gen_ai_tool_calls_duration_seconds_count.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.

dash0.gen_ai.usage.cost

Total USD cost attributed to GenAI spans.

View the dash0.gen_ai.usage.cost metric in Dash0

PropertyValue
InstrumentCounter
UnitUSD
StabilityStable

dash0.gen_ai.usage.cost is a synthetic metric computed on-the-fly from the ingested span data. Each span contributes the value of its dash0.gen_ai.usage.cost attribute (USD, float64) to the per-bucket sum.

Deprecated PromQL alias: dash0_gen_ai_usage_cost_total.

Synthetic metrics do not expose attributes by default. Attributes are materialised through PromQL aggregations.