source_event_id: dais-chat-2026-07-10-life-manager-tobe
user_segment: dogfood
opportunity: Life Manager loop, not CEO, must own product-internal API cost and user outcome evidence so CEO receives a clean business summary.
desired_outcome: margin,operability,ceo_reporting
evidence: anicca-project docs/superpowers/specs/2026-07-10-life-manager-autopilot-product-loop-design.md
proposed_assumption_test: Write per-tenant product-api-cost rows for Claude/phone/Google/Gmail/search/cloud and summarize MRR/cost/outcomes to profitable-claude CEO.
success_metric: product_api_cost_rows>0; business_summary_json_present=true; ceo_report_contains_life_manager=true
source_event_id: dais-chat-2026-07-10-life-manager-tobe
user_segment: dogfood
opportunity: Life Manager loop, not CEO, must own product-internal API cost and user outcome evidence so CEO receives a clean business summary.
desired_outcome: margin,operability,ceo_reporting
evidence: anicca-project docs/superpowers/specs/2026-07-10-life-manager-autopilot-product-loop-design.md
proposed_assumption_test: Write per-tenant product-api-cost rows for Claude/phone/Google/Gmail/search/cloud and summarize MRR/cost/outcomes to profitable-claude CEO.
success_metric: product_api_cost_rows>0; business_summary_json_present=true; ceo_report_contains_life_manager=true