Contact Re-Engagement Scorer
Re-engage stale contacts with AI-scored outreach timing.
Turns dormant Pipedrive contacts into re-engagement opportunities. 4-agent swarm scores stale contacts on timing relevance, business changes, relationship strength, and re-engagement ease — then routes HIGH scores to personalized email drafts, MEDIUM to CRM notes, LOW to logs. Weekly automated scan of contacts inactive 90+ days. This came from a sales leader who had 12,000 dormant contacts and no way to know which ones were worth re-engaging. We built a scorer that ranks contacts by recency, prior engagement depth, and firmographic fit.
Last updated March 15, 2026
Cold outbound response rates have dropped below 2% industry-wide as inboxes fill with templated sequences. The teams that maintain response rates above 5% are the ones sending researched, context-specific messages at the right trigger moment. Automated research and personalization at scale is no longer a competitive edge — it is table stakes for pipeline generation.
Four Agents. Weekly Stale Contact Scan. Scored Re-Engagement Outreach.
Step 1 — Fetcher
HTTP + Code
Dual-trigger activation: weekly schedule or on-demand webhook. Pulls all contacts from Pipedrive, filters to those inactive for 90+ days (configurable window). Extracts contact metadata, deal history, activity timeline, and last interaction date. Contacts with recent activity are filtered immediately — no wasted processing on active relationships.
Step 2 — Researcher
Tier 1 Reasoning + Web Search
What does Researcher actually decide? the analysis model researches each stale contact's company via web search for business change signals: new funding rounds, leadership changes, product launches, market expansion, and organizational restructuring. Returns structured evidence with source URLs. No LinkedIn scraping — public news and company announcements only.
Step 3 — Analyst
Tier 1 Reasoning
This step exists because raw data alone is not enough. the primary reasoning model scores each contact on Re-Engagement Potential (RPS) across 4 weighted criteria: Timing Relevance (how ripe is the window), Business Change Signals (detected via web search), Relationship Strength (historical interaction quality), and Re-Engagement Ease (email available, past responsiveness). Contacts below the configurable RPS threshold are filtered — only high-potential re-engagements proceed.
Step 4 — Writer
Tier 2 Creative + HTTP
Without this step, upstream analysis sits idle. the analysis model generates personalized re-engagement emails for HIGH-scored contacts, referencing specific business changes and past relationship context. 3-way routing: HIGH contacts get email draft + Pipedrive activity + note. MEDIUM contacts get a Pipedrive note only. LOW contacts are logged for future review. Non-blocking writes ensure each output completes independently.Our external cost analysis used the wrong model's pricing. Now every published cost figure comes from ITP measurements, not calculated estimates.
That's the full pipeline. Here's what it intentionally does NOT do — and why those boundaries exist.
What It Does NOT Do
Does not monitor active deals or deal movement — that is what Deal Intelligence Agent and Deal Stall Diagnoser do
Does not re-activate lost deals — that is what Lost Deal Re-Activation Agent does
Does not scrape LinkedIn or personal social profiles — public news only
Does not auto-send emails — creates Gmail drafts for rep review
Does not work with HubSpot, Salesforce, or other CRMs — Pipedrive only
With those boundaries clear, here's everything that ships when you purchase.
The Complete Customer Success Bundle
7 files.
The technical specifications below are ITP-measured, not estimated.
Tested. Measured. Documented.
Every metric is Independent Test Protocol (ITP)-measured. The Contact Re-Engagement Scorer scans your Pipedrive CRM weekly for dormant contacts, researches business changes, scores re-engagement potential across 4 criteria, and generates personalized outreach at $0.234/contact.
Workflow Nodes
34
Blueprint Quality Standard
12/12 PASS
Agent Architecture
4 agents — Fetcher (Code), Researcher (Tier 1 Reasoning + Web Search, Sonnet 4.6), Analyst (Tier 1 Reasoning, Opus 4.6), Writer (Tier 2 Creative, Sonnet 4.6)
Required Credentials
Pipedrive API, Gmail OAuth2, Anthropic API
Bundle Contents
9 files
Cost per Contact
$0.234/contact (ITP-measured, Opus 4.6 + Sonnet 4.6)
ITP Milestones
14/14 PASS (20 records, 70% exact, 30% defensible)
n8n Compatibility
2.11.2
Tested on n8n v2.7.5, March 2026
Contact Re-Engagement Scorer v1.0.0 — Technical Reference━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━Architecture: 34 n8n nodes, 4 agents (Fetcher → Researcher → Analyst → Writer)Trigger: Weekly schedule + Webhook (dual trigger)Input: Pipedrive API — contacts inactive 90+ daysIntelligence: Opus 4.6 (RPS scoring) + Sonnet 4.6 (research + email generation)Output: Gmail (re-engagement drafts) + Pipedrive (notes, activities)Cost: $0.234/contact (ITP-measured average)ITP: 20 records, 14/14 milestones PASS, 70% exact, 100% defensibleBQS: 12/12 PASSTool A: Pipedrive (input — stale contacts, deal history, activities)Tool B: Gmail (output — personalized re-engagement drafts)Intelligence: Business change research + RPS 4-criteria scoring + email generationCost Value: 0.234
What You'll Need
⚠ Data Source Dependency
This blueprint uses web_search to research business change signals at contact companies — funding rounds, leadership changes, product launches, market expansion. No LinkedIn scraping. No personal data scraping. All sources are publicly accessible.
Platform
n8n 2.11.2+
Est. Monthly API Cost
$5–10/month (20 contacts/week)
Credentials Required
- ▪Anthropic API
- ▪Pipedrive API
- ▪Gmail OAuth2
Services
- ▪Pipedrive (any plan)
- ▪Gmail account
Setup Track
Quick Start
~15 min
All credentials live, n8n running
Full Setup
1–2 hrs
Needs API config + tables
From Scratch
2–4 hrs
No n8n, no credentials
Contact Re-Engagement Scorer v1.0.0
$199
one-time purchase
What you get:
- ✓ITP-tested 34-node n8n workflow — import and deploy
- ✓Weekly automated scan of Pipedrive contacts inactive 90+ days
- ✓automated web research for business change signals at contact companies
- ✓RPS scoring across 4 criteria: Timing Relevance, Business Changes, Relationship Strength, Re-Engagement Ease
- ✓3-way routing: HIGH (email + activity + note), MEDIUM (note), LOW (log)
- ✓Personalized re-engagement emails referencing specific business changes
- ✓the primary reasoning model Analyst + the analysis model Researcher/Writer at $0.234/contact
- ✓Companion to LDRA (lost deals), CIA (contact enrichment), CDD (data decay)
- ✓ITP test results with 20 records and 14/14 milestones
- ✓All sales final after download
Frequently Asked Questions
How does it differ from Lost Deal Re-Activation Agent?+
Different targets, complementary products. LDRA targets Closed-Lost DEALS aged 30–90 days — focuses on deal-level re-activation based on condition changes. CRES targets stale CONTACTS inactive 90+ days — focuses on relationship-level re-engagement based on business changes and timing.
What are the four RPS scoring criteria?+
Timing Relevance (how ripe is the re-engagement window — fiscal year, budget cycle, seasonal patterns), Business Change Signals (new funding, leadership changes, product launches detected via web search), Relationship Strength (historical interaction quality, engagement depth, past responsiveness), and Re-Engagement Ease (email available, contact accessibility, past communication patterns).
What happens to HIGH, MEDIUM, and LOW scored contacts?+
HIGH-scored contacts get a personalized email draft via Gmail plus a Pipedrive activity and note. MEDIUM contacts get a Pipedrive note flagging them for manual follow-up. LOW contacts are logged for future review — no outreach, no CRM clutter.
Does it send emails automatically?+
No — Gmail draft mode is the default. The Writer creates a draft in the rep's Gmail inbox referencing specific business changes. The rep reviews, edits if needed, and sends manually.
How much does each contact cost to process?+
ITP-measured: $0.234/contact blended average. Cost varies by research depth — contacts with rich business change signals cost more due to web search and the primary reasoning model analysis. LOW-scored contacts cost less (no email generation).
Can I use HubSpot instead of Pipedrive?+
This version is built for Pipedrive. The Fetcher uses Pipedrive-specific API endpoints for contacts, deals, and activities. The Researcher, Analyst, and Writer agents are CRM-agnostic — only the Fetcher would need rebuilding for HubSpot.
Does it use web scraping?+
Yes — the Researcher uses web_search to find public news about contact companies: funding announcements, leadership changes, product launches, market expansion. No LinkedIn scraping. No personal data scraping.
Is there a refund policy?+
All sales are final after download. Review the Blueprint Dependency Matrix and prerequisites before purchase. Questions?
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