Feature	LinkedIn Recruiter	Juicebox
Search	Boolean only	Natural language (PeopleGPT)
Contact data	InMail only	Email + phone
ATS integration	Limited	41+ systems
AI features	Basic	AI Skills Map, research profiles

Migration Steps

Export saved searches from current tool
Translate boolean queries to natural language
Re-create talent pools in Juicebox
Configure ATS integration
Set up outreach sequences

Query Translation

# Boolean: ("software engineer" OR "SWE") AND "Python" AND "San Francisco"
# PeopleGPT: software engineer with Python experience in San Francisco

Overview

This migration workflow moves approved enrichment configurations without treating contact records as transferable test data. Every cohort retains source authority, suppression, retention, destination, and rollback boundaries.

Prerequisites

A signed migration plan with data owners, source-authority and suppression policies, synthetic fixtures, approved destination, and cutover/rollback owner.

Instructions

Baseline source authority, aggregate counts, suppression state, retention, destination scope, and synthetic probe outcomes before migration.
Rehearse a bounded idempotent migration in sandbox; quarantine unknown sources, schema mismatches, and unverified records.
Migrate one approved cohort at a time, compare aggregate counts/policy probes, and retain opaque correlation IDs only.
Cut over after owner approval and an observation window; keep the prior configuration available until recovery criteria are met.
Roll back for source, destination, suppression, integrity, or retention failure and delete staged artifacts before retrying.

Output

Create a migration receipt with cohort, baseline/target counts, source/destination/suppression results, checkpoint, owner approval, cutover status, retention/deletion action, and rollback reference. Never attach contact details or credentials.

Error Handling

Stop on unknown authority, destination, suppression state, incomplete deletion, or non-idempotent replay. Restore the prior controlled path and escalate with redacted evidence rather than forcing cutover.

Examples

cohort=synthetic-prospects-01; baseline=420; migrated=420; source=approved; suppression=pass; contacts_exported=0; cutover=held; rollback=old-client-r8 documents a safe rehearsal.

Resources

PeopleGPT Guide

Next Steps

Start with juicebox-install-auth.

npx skills add smithery/jeremylongshore --skill juicebox-migration-deep-dive