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System · Running

Relationship engine

Every conversation across channels logged to one CRM, with a daily who-to-contact brief.

Runningn8nMonicaPythonSignalSMSAudited July 2026
emailSMSSignalmatch +dedupMonicaCRMdailybriefevery channel
Multi-channel capture, identity resolution, one CRM, a daily brief.

The job

Relationships decay silently. Nobody remembers who is overdue, who bridges two groups, or who to reach out to next. The plumbing is easy; the data quality is the hard part.

The build

Captures conversations from email, SMS, and Signal into a self-hosted CRM automatically, computes relationship strength daily, and produces an intelligence brief. Exact-match identity resolution skips ambiguous names instead of guessing, dedups across channels, and merges duplicate contacts with full referential integrity.

What it proves

For a business this is client communications from every channel in one place with zero manual entry, and follow-ups surfaced instead of remembered.

42 phone-collision duplicates merged with full foreign-key integrity across activities and notes, taking the contact table from 273 to 230 with zero orphaned records. Ambiguous names are skipped, never guessed onto the wrong person.
273 to 230 contacts
deduped, 0 orphans
Build me one like this