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Recaps answer the question: what changed that I should pay attention to? They are AI-generated performance reports that scan your agent data end-to-end and surface what you would otherwise miss: emerging failure patterns, cost anomalies, shifting user behavior, and the specific runs behind each trend.

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How it works

1

Data collection

Queries your agent’s runs, errors, costs, feedback, patterns, and user interactions from the configured period.
2

AI analysis

An analytics agent explores the dataset, comparing the period to the previous one and identifying trends, anomalies, and noteworthy changes.
3

Evidence linking

Every finding is backed by links to the runs, sessions, patterns, and failures that support it.
4

Delivery

Recaps are sent to your subscribed Slack channels and appear as highlights on your overview dashboard.

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What is in a recap

Every recap includes:
  • Metrics comparison — run volume, failure rate, cost, feedback ratio, and other key numbers versus the previous period.
  • Trends of interest — spikes in errors, drops in satisfaction, models costing more than they should, latency changes.
  • Issues by severity — high, medium, and low priority, each with user quotes and linked runs.
  • Topic breakdown — what users are asking about most, with percentages and example prompts.
  • Highlights — the wins: improved success rates, efficiency gains, tools performing well.

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Cadence

Set recap frequency from the Integrations page or through Slack:

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Dashboard highlights

Recaps also appear as highlights at the top of the overview dashboard. Click any highlight to drill into:
  • A written analysis of what changed and why
  • The key metrics behind the finding
  • Links to the specific failures, runs, sessions, or patterns involved
  • Example traces illustrating the trend

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Slack delivery

With the Slack integration configured, recaps are delivered automatically to your subscribed channels on your chosen schedule.

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Limitations

  • Recaps analyze production data only.
  • Findings are grounded in what The Context Company captures. Dimensions your integration does not attach (for example, missing tcc.userId) will not appear in per-user breakdowns.

Patterns

Known behaviors referenced in recaps.

Failures

Recurring errors summarized in recaps.

Insight Search

Drill into any recap finding in natural language.

Slack

Deliver recaps to channels.