crm-hypothesis-ledger

An append-only ledger logs CRM and sales actions to track hypotheses, outcomes, and maturation, ensuring traceability of every pipeline decision. It provides a single source of truth for what was tried and what actually happened.

A hypothesis ledger is an immutable record of CRM activities that enforces C-### identifiers and a defined lifecycle. It tracks outreach experiments and pipeline actions against predicted outcomes to prevent biased decisions and lost context.

You track outreach experiments by logging actions with allocated C-### IDs and applying maturation scoring. The ledger enforces a metrics whitelist to measure performance against defined hypotheses across lead generation and pipeline activities.

Yes, the ledger enforces a defined metrics whitelist to support compliance and auditability across lead generation. It centralizes context for hypotheses and post-maturation notes, creating an auditable single source of truth for sales activities.

Context is lost without a centralized record, leading to biased decisions. An immutable ledger prevents this by append-only logging of CRM actions, creating a permanent, auditable trail of what was predicted versus what actually happened.