Tools provided
Tools the agent exposes — your AI client calls them automatically when it needs them.
- run_full — Orchestrated path: correlate feature-usage decline with churn across the provided cohort and return the full report — findings, early-warning insights and recommended product interventions.
- analyze — Run pure deterministic per-feature decline analysis over provided churn-cohort data with no model call. Returns the scored findings plus the correlation-is-not-causation caveat.
- rank_feature_decline — Rank every tracked feature worst-first by pre-churn usage decline, with severity, average decline, share of accounts affected and early-warning lead time. Returns the caveat alongside.
- list_at_risk_features — Return only the features whose pre-churn decline registers as a warning or critical signal. Returns the caveat alongside.
- critical_features — Return only the features whose pre-churn decline is classified critical. Returns the caveat alongside.
- early_warning_signals — Return the features that give early warning, each with the median number of days before churn its usage first fell below half of baseline. Returns the caveat alongside.
- cohort_summary — Return the cohort-level rollup: accounts analysed, lookback window, pre-churn window, features tracked, features at risk and critical features.
- correlation_confidence — Return the correlation strength across at-risk features — explicitly a correlation signal, not causal proof.
- list_capabilities — List the agent's static capabilities: the available tools and the analyzer's decline thresholds. Useful for discovery.
- plan_inputs — Plan the inputs for a tool: returns the clarifying questions, the JSON schema and a ready-to-edit example.
- discover_intent — Understand your goal and co-design the exact input through clarifying questions before running.
- open_form — Opens the guided form to collect the churn window, account ids and feature focus. The entry point for running the agent on your own cohort.
- run_form — Internal: invoked by the guided form when the user submits. Not for direct use.
