AI in Sales & GTM

Agent observability

Agent observability is the ability to inspect an AI system’s operation through records such as tool calls, retrieved sources, outputs, errors, timing and cost.

Also known as: AI agent observability

In a sales team

When a briefing contains an incorrect claim, the team can inspect which source was retrieved and which tool result the assistant used.

Do traces expose the model’s complete reasoning?

Operational traces don’t necessarily expose a model’s internal reasoning or prove why it made a decision. Logs also need access and retention controls.

What to check in practice

Trace one recommendation back to its source, guidance version and execution record.

Related concepts

AI evaluations
Agent orchestration
Agent memory

For the broader explanation, read AI in B2B Sales and GTM: 60 Terms Explained.

Further reading: Anthropic: evaluating agents.

Further readingAI in B2B Sales and GTM: 60 Terms Explained

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