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How do you model renewal ghosting when sales on Outreach and leadership only reviews expansion rate monthly on Dynamics 365 ?

📖 1,922 words🗓️ Published Jun 20, 2026 · Updated Jun 30, 2026

Direct Answer

How do you model renewal ghosting when sales on Outreach and leadership only reviews expan

To model renewal ghosting when sales on Outreach and leadership only reviews expansion rate monthly on Dynamics 365 (batch 1 #205), most teams only get a generic blog post — this is the CRM-native operator playbook.

Focus on one measurable outcome, a single RevOps owner, and fields/reports in the CRM of record. Most content online stops at definitions; execution needs audit → design → pilot → automate → measure.

flowchart TD A[Audit stack and data] --> B[Define 3-5 proof fields] B --> C[Pilot one segment] C --> D[Automate validated steps] D --> E[Report weekly Pulse metric]

flowchart TD A[Customer submits renewal] --> B[Sales uses Outreach] B --> C[Renewal ghosting occurs] C --> D[Sales misses follow-up] D --> E[Leadership reviews monthly] E --> F[Expansion rate only checked] F --> G[Ghosting remains undetected] G --> H[Renewal lost]

Why this is under-answered online

Vendor blogs optimize for top-of-funnel keywords, not your motion, CRM, or constraint stack. Playbooks that ignore integration limits, ownership, and board metrics fail in production.

CRO SYNDICATE

What good looks like

Definition of done tied to revenue or data quality, not activity counts.
Documented rollback and a named DRI.
No shadow spreadsheets for metrics leadership reviews.

Related on PULSE

[How do you model renewal ghosting when no dedicated RevOps hire yet and leadership only reviews expansion rate monthly on Dynamics 365 ?](/knowledge/q10403)
[How do you model renewal ghosting when parent-company rollup reporting and leadership only reviews expansion rate monthly on Dynamics 365 ?](/knowledge/q10263)
[How do you model renewal ghosting when no dedicated RevOps hire yet and leadership only reviews expansion rate monthly on Dynamics 365 ?](/knowledge/q9983)
[How do you route renewal ghosting when sales on Outreach and leadership only reviews quota attainment monthly on Dynamics 365 ?](/knowledge/q10363)
[How do you reconcile renewal ghosting when sales on Outreach and leadership only reviews bookings vs billings monthly on Dynamics 365 ?](/knowledge/q10303)
[How do you forecast renewal ghosting when sales on Outreach and leadership only reviews magic number monthly on Dynamics 365 ?](/knowledge/q10243)

The Ghosting Scorecard: Building a Composite Field in Dynamics 365

Most Dynamics 365 implementations track renewal probability as a single percentage, but renewal ghosting—where a customer goes silent during the renewal window—requires a multi-signal composite score. You need to build a calculated field (or rollup field) that Leadership can consume alongside expansion rate, without requiring them to dig into Outreach activity logs.

Start with three data sources all native to your D365 instance:

Outreach Sequence Status: Pull the last sequence step completed and days since last sequence activity. In D365, create a custom integer field outreach_last_step_completed that syncs via the Outreach connector. Map it to a simple scale: 0 = no sequence, 1 = early sequence (steps 1-3), 2 = mid-sequence (steps 4-6), 3 = late sequence (steps 7+), 4 = sequence completed.

Email Engagement Decay: Use the email_last_opened_date and email_last_clicked_date from the D365 email engagement feature. Create a calculated field email_engagement_days = DATEDIFF(day, email_last_clicked_date, TODAY()). Any value over 30 days triggers a ghosting flag.

Meeting Recency: Pull from the Appointment entity. Create days_since_last_renewal_meeting = DATEDIFF(day, scheduled_end, TODAY()) where regardingobjectid is the renewal opportunity. If no meeting exists in the renewal window (90 days before contract end), set to 999.

Now combine these into a Renewal Ghosting Risk Score (0-100) using a weighted formula in a D365 calculated field:

Ghosting_Risk_Score = CASE WHEN outreach_last_step_completed = 0 THEN 30 WHEN outreach_last_step_completed = 1 THEN 20 WHEN outreach_last_step_completed = 2 THEN 10 WHEN outreach_last_step_completed = 3 THEN 5 WHEN outreach_last_step_completed = 4 THEN 0 END + CASE WHEN email_engagement_days > 60 THEN 40 WHEN email_engagement_days > 30 THEN 25 WHEN email_engagement_days > 14 THEN 15 ELSE 0 END + CASE WHEN days_since_last_renewal_meeting > 60 THEN 30 WHEN days_since_last_renewal_meeting > 30 THEN 20 ELSE 0 END

This gives you a 0-100 score that maps directly to ghosting risk. Train your sales team to flag any account scoring above 50. For Leadership's monthly expansion review, add this score as a column in their existing expansion rate report. They can now see: "Account X has 85% expansion rate but 72 ghosting risk score" — a clear signal the expansion number is built on shaky ground.

To make this operational, set up a D365 workflow that triggers when Ghosting_Risk_Score exceeds 60: auto-assign a high-priority task to the account executive, create a notification in the timeline, and update the opportunity's status reason to "Ghosting Risk – Intervention Required." This forces action before the monthly review cycle catches it.

The Monthly Expansion Review Hack: Adding a Ghosting Pulse Column

Leadership only reviews expansion rate monthly—that's the constraint you work within, not fight against. The hack is to embed ghosting data directly into the report they already consume, without asking them to learn a new dashboard. Here's the exact field mapping for your D365 expansion report:

Current Report Columns (typical):

Account Name
Current ARR
Renewal Date
Expansion Rate (last 30 days)
Expansion Amount

Add These Three Columns (calculated or rollup):

Ghosting Risk Score (0-100 from the composite field above)
Days Since Last Sequence Activity (from Outreach sync)
Ghosting Trend (text field calculated by comparing this month's score to last month's)

For the Ghosting Trend field, use a simple D365 calculated field logic:

If current score > last month's score by 15+ points: "⚠️ Worsening"
If current score < last month's score by 15+ points: "✅ Improving"
Otherwise: "Stable"

Now here's the critical part: add conditional formatting in your D365 report (use the built-in business rule or a simple JavaScript customization). Any row where Ghosting Risk Score > 50 gets a red background. Any row where Ghosting Trend = "Worsening" gets a yellow flag icon. Leadership can now scan the report in 30 seconds and see: "Which accounts have high ghosting risk AND declining expansion?" That's the intersection where renewal ghosting is actively eroding your expansion rate.

To make this even more actionable, create a second tab in the same report called "Ghosting Watchlist" that only shows accounts with Ghosting Risk Score > 40. Sort by descending expansion rate. This surfaces the accounts where expansion looks good but ghosting risk is high—the classic scenario where renewal ghosting will surprise Leadership next quarter.

If you cannot modify the report directly (some orgs lock down report structures), create a weekly Power Automate flow that exports the report to Excel, applies conditional formatting, and emails it to Leadership with the subject line: "Expansion Review – Ghosting Risk Attached." This takes 30 minutes to set up and gives you a workaround that doesn't require IT permissions.

The key insight: Leadership reviews expansion monthly because that's their KPI. You're not changing their behavior—you're adding context to their existing behavior. The ghosting risk column becomes a leading indicator they can't ignore because it's right next to their lagging indicator (expansion rate). Over two to three months, they'll start asking: "Why does Account A have 90% expansion but 80 ghosting risk?" That's your opening to explain the Outreach sequence gaps and meeting cadence issues.

Automating the Ghosting Intervention Playbook in D365

Once you have the ghosting score and monthly report, the real value comes from automation that runs between Leadership's monthly reviews. Build a D365 workflow (or Power Automate flow) that executes weekly on every renewal opportunity within 90 days of contract end. This creates a safety net that catches ghosting before it becomes a monthly surprise.

Step 1: Weekly Ghosting Scan (every Monday at 8 AM)

Trigger: Recurrence on the Opportunity entity where renewal_date is within 90 days.

Actions:

Calculate Ghosting_Risk_Score (use the formula above)
If score > 50, create a follow-up task assigned to the account executive with priority "High" and subject "Ghosting Intervention Required – [Account Name]"
If score > 70, also create an escalation task assigned to the sales manager with priority "Critical"

Step 2: Automated Outreach Sequence Re-engagement

When a task is created with "Ghosting Intervention Required", trigger a second flow:

Check if the account has an active Outreach sequence (via the Outreach connector)
If no active sequence, auto-assign a "Renewal Re-engagement" sequence that sends a personalized email, a LinkedIn request, and a call task over 5 days
If an active sequence exists but the last step was completed more than 14 days ago, reset the sequence to step 1

Step 3: Leadership Digest Email (every Friday)

Create a weekly email that summarizes ghosting activity for Leadership's Monday morning review:

Subject: "Ghosting Risk Digest – [Week Ending Date]"
Body: Table with columns: Account, Ghosting Risk Score, Expansion Rate (current), Days Since Last Activity, Intervention Status (Active/Resolved)
Include a count: "X accounts at critical risk (>70 score), Y accounts at high risk (50-70)"
Add a link to the D365 view "Ghosting Watchlist" for drill-down

This automation does two things. First, it forces action at the sales rep level weekly, not monthly. Second, it gives Leadership a weekly snapshot that complements their monthly expansion review. After three weeks of seeing "Account X has been at 80 ghosting risk for 21 days with no sequence activity," they'll start asking the right questions during the monthly review.

The cost to implement: zero additional software. D365 workflows and Power Automate are included in most licenses. The Outreach connector is a standard integration. Total setup time for a RevOps person: 4-6 hours for the first iteration, 2 hours for refinement after the first month of data.

One gotcha: test the workflow on a sandbox first, especially the Outreach sequence reset logic. You don't want to accidentally blast a customer who just had a positive call with "We haven't heard from you!" That's why the ghosting score includes meeting recency—if a meeting happened within 7 days, the score automatically drops below 30, and the workflow skips that account. Always build in a "last positive interaction" override.

Sources

Outreach — official product documentation and support resources for sales engagement platform features.
Microsoft Dynamics 365 — official documentation for CRM analytics, reporting, and subscription management.
Harvard Business Review — articles on sales metrics, customer renewal strategies, and churn analysis.
Gartner — industry research on sales performance management and subscription business models.
Forrester — reports on customer retention, renewal forecasting, and sales analytics best practices.
Salesforce — official resources on renewal modeling and sales process automation (comparable platform).

FAQ

What is renewal ghosting in sales? Renewal ghosting happens when a customer stops responding during renewal discussions, often without warning. It’s common when sales teams rely on Outreach sequences but lack visibility into stalled deals.

How do I model renewal ghosting with only Outreach data? Track sequence completion rates and reply rates in Outreach, then flag accounts where replies drop to zero for 14+ days. Combine this with Dynamics 365 opportunity stage duration to identify ghosting patterns.

Why does leadership only reviewing expansion rate monthly cause problems? Monthly reviews miss early warning signs, as ghosting can escalate in days. Weekly pulse checks on engagement metrics (e.g., email opens, meeting no-shows) help catch issues before renewal cycles end.

What fields should I add to Dynamics 365 for ghosting detection? Create custom fields like “Last Customer Reply Date,” “Outreach Sequence Status,” and “Ghosting Risk Score” (low/medium/high). These enable automated reports and alerts for leadership.

Can I automate ghosting alerts without a complex tool? Yes, use Power Automate to check Dynamics 365 fields daily and send email alerts when “Last Customer Reply Date” exceeds 10 days. This requires no coding beyond basic flow setup.

How do I measure success after implementing ghosting models? Track the ratio of at-risk renewals saved versus lost, and compare monthly expansion rates before and after alerts. Aim for a 20–40% reduction in ghosted renewals within two quarters.

Bottom line

Treat as RevOps product work: prove value on one slice, then scale. Polish can deepen this entry later.

Download:

![How do you model renewal ghosting when sales on Outreach and leadership only reviews expan](https://dowidth.com/uploads/2025/01/sales-coaching-vs-ghosting-prevention-infographic.jpg)

## Direct Answer

![How do you model renewal ghosting when sales on Outreach and leadership only reviews expan](https://pulserevops.com/img/auto/q10123.svg)

To model renewal ghosting when sales on Outreach and leadership only reviews expansion rate monthly on Dynamics 365 (batch 1 #205), most teams only get a generic blog post — this is the CRM-native operator playbook.

Focus on **one measurable outcome**, a **single RevOps owner**, and fields/reports in the CRM of record. Most content online stops at definitions; execution needs audit → design → pilot → automate → measure.

```mermaid
flowchart TD
  A[Audit stack and data] --> B[Define 3-5 proof fields]
  B --> C[Pilot one segment]
  C --> D[Automate validated steps]
  D --> E[Report weekly Pulse metric]
```

```mermaid
flowchart TD
A[Customer submits renewal] --> B[Sales uses Outreach]
B --> C[Renewal ghosting occurs]
C --> D[Sales misses follow-up]
D --> E[Leadership reviews monthly]
E --> F[Expansion rate only checked]
F --> G[Ghosting remains undetected]
G --> H[Renewal lost]
```

## Why this is under-answered online

![How do you model renewal ghosting when sales on Outreach and leade — Why this is under-answered online](https://image.pollinations.ai/prompt/high%20quality%20editorial%20business%20professional%20office%20photograph%20illustrating%20Why%20this%20is%20under-answered%20online%20How%20do%20you%20model%20renewal%20ghosting%20when%20sales%20o%2C%20realistic%20magazine%20style%2C%20warm%20light%2C%20no%20text%2C%20no%20watermark?width=1200&height=675&nologo=true&model=flux&seed=88275)


Vendor blogs optimize for top-of-funnel keywords, not **your** motion, CRM, or constraint stack. Playbooks that ignore integration limits, ownership, and board metrics fail in production.

## What good looks like

![How do you model renewal ghosting when sales on Outreach and leade — What good looks like](https://image.pollinations.ai/prompt/high%20quality%20editorial%20business%20professional%20office%20photograph%20illustrating%20What%20good%20looks%20like%20How%20do%20you%20model%20renewal%20ghosting%20when%20sales%20on%20Outreach%20an%2C%20realistic%20magazine%20style%2C%20warm%20light%2C%20no%20text%2C%20no%20watermark?width=1200&height=675&nologo=true&model=flux&seed=492)


- Definition of done tied to revenue or data quality, not activity counts.
- Documented rollback and a named DRI.
- No shadow spreadsheets for metrics leadership reviews.

<!--pillar-weave-->
## Related on PULSE

- [How do you model renewal ghosting when no dedicated RevOps hire yet and leadership only reviews expansion rate monthly on Dynamics 365 ?](/knowledge/q10403)
- [How do you model renewal ghosting when parent-company rollup reporting and leadership only reviews expansion rate monthly on Dynamics 365 ?](/knowledge/q10263)
- [How do you model renewal ghosting when no dedicated RevOps hire yet and leadership only reviews expansion rate monthly on Dynamics 365 ?](/knowledge/q9983)
- [How do you route renewal ghosting when sales on Outreach and leadership only reviews quota attainment monthly on Dynamics 365 ?](/knowledge/q10363)
- [How do you reconcile renewal ghosting when sales on Outreach and leadership only reviews bookings vs billings monthly on Dynamics 365 ?](/knowledge/q10303)
- [How do you forecast renewal ghosting when sales on Outreach and leadership only reviews magic number monthly on Dynamics 365 ?](/knowledge/q10243)

## The Ghosting Scorecard: Building a Composite Field in Dynamics 365

Most Dynamics 365 implementations track renewal probability as a single percentage, but renewal ghosting—where a customer goes silent during the renewal window—requires a multi-signal composite score. You need to build a calculated field (or rollup field) that Leadership can consume alongside expansion rate, without requiring them to dig into Outreach activity logs.

Start with three data sources all native to your D365 instance:

1. **Outreach Sequence Status**: Pull the last sequence step completed and days since last sequence activity. In D365, create a custom integer field `outreach_last_step_completed` that syncs via the Outreach connector. Map it to a simple scale: 0 = no sequence, 1 = early sequence (steps 1-3), 2 = mid-sequence (steps 4-6), 3 = late sequence (steps 7+), 4 = sequence completed.

2. **Email Engagement Decay**: Use the `email_last_opened_date` and `email_last_clicked_date` from the D365 email engagement feature. Create a calculated field `email_engagement_days` = DATEDIFF(day, email_last_clicked_date, TODAY()). Any value over 30 days triggers a ghosting flag.

3. **Meeting Recency**: Pull from the Appointment entity. Create `days_since_last_renewal_meeting` = DATEDIFF(day, scheduled_end, TODAY()) where regardingobjectid is the renewal opportunity. If no meeting exists in the renewal window (90 days before contract end), set to 999.

Now combine these into a **Renewal Ghosting Risk Score** (0-100) using a weighted formula in a D365 calculated field:

```
Ghosting_Risk_Score = 
  CASE 
    WHEN outreach_last_step_completed = 0 THEN 30
    WHEN outreach_last_step_completed = 1 THEN 20
    WHEN outreach_last_step_completed = 2 THEN 10
    WHEN outreach_last_step_completed = 3 THEN 5
    WHEN outreach_last_step_completed = 4 THEN 0
  END
  + 
  CASE 
    WHEN email_engagement_days > 60 THEN 40
    WHEN email_engagement_days > 30 THEN 25
    WHEN email_engagement_days > 14 THEN 15
    ELSE 0
  END
  +
  CASE
    WHEN days_since_last_renewal_meeting > 60 THEN 30
    WHEN days_since_last_renewal_meeting > 30 THEN 20
    ELSE 0
  END
```

This gives you a 0-100 score that maps directly to ghosting risk. Train your sales team to flag any account scoring above 50. For Leadership's monthly expansion review, add this score as a column in their existing expansion rate report. They can now see: "Account X has 85% expansion rate but 72 ghosting risk score" — a clear signal the expansion number is built on shaky ground.

To make this operational, set up a D365 workflow that triggers when Ghosting_Risk_Score exceeds 60: auto-assign a high-priority task to the account executive, create a notification in the timeline, and update the opportunity's status reason to "Ghosting Risk – Intervention Required." This forces action before the monthly review cycle catches it.

## The Monthly Expansion Review Hack: Adding a Ghosting Pulse Column

Leadership only reviews expansion rate monthly—that's the constraint you work within, not fight against. The hack is to embed ghosting data directly into the report they already consume, without asking them to learn a new dashboard. Here's the exact field mapping for your D365 expansion report:

**Current Report Columns (typical):**
- Account Name
- Current ARR
- Renewal Date
- Expansion Rate (last 30 days)
- Expansion Amount

**Add These Three Columns (calculated or rollup):**

1. **Ghosting Risk Score** (0-100 from the composite field above)
2. **Days Since Last Sequence Activity** (from Outreach sync)
3. **Ghosting Trend** (text field calculated by comparing this month's score to last month's)

For the Ghosting Trend field, use a simple D365 calculated field logic:
- If current score > last month's score by 15+ points: "⚠️ Worsening"
- If current score < last month's score by 15+ points: "✅ Improving"
- Otherwise: "Stable"

Now here's the critical part: add conditional formatting in your D365 report (use the built-in business rule or a simple JavaScript customization). Any row where Ghosting Risk Score > 50 gets a red background. Any row where Ghosting Trend = "Worsening" gets a yellow flag icon. Leadership can now scan the report in 30 seconds and see: "Which accounts have high ghosting risk AND declining expansion?" That's the intersection where renewal ghosting is actively eroding your expansion rate.

To make this even more actionable, create a second tab in the same report called "Ghosting Watchlist" that only shows accounts with Ghosting Risk Score > 40. Sort by descending expansion rate. This surfaces the accounts where expansion looks good but ghosting risk is high—the classic scenario where renewal ghosting will surprise Leadership next quarter.

If you cannot modify the report directly (some orgs lock down report structures), create a weekly Power Automate flow that exports the report to Excel, applies conditional formatting, and emails it to Leadership with the subject line: "Expansion Review – Ghosting Risk Attached." This takes 30 minutes to set up and gives you a workaround that doesn't require IT permissions.

The key insight: Leadership reviews expansion monthly because that's their KPI. You're not changing their behavior—you're adding context to their existing behavior. The ghosting risk column becomes a leading indicator they can't ignore because it's right next to their lagging indicator (expansion rate). Over two to three months, they'll start asking: "Why does Account A have 90% expansion but 80 ghosting risk?" That's your opening to explain the Outreach sequence gaps and meeting cadence issues.

## Automating the Ghosting Intervention Playbook in D365

Once you have the ghosting score and monthly report, the real value comes from automation that runs between Leadership's monthly reviews. Build a D365 workflow (or Power Automate flow) that executes weekly on every renewal opportunity within 90 days of contract end. This creates a safety net that catches ghosting before it becomes a monthly surprise.

**Step 1: Weekly Ghosting Scan (every Monday at 8 AM)**

Trigger: Recurrence on the Opportunity entity where `renewal_date` is within 90 days.

Actions:
- Calculate `Ghosting_Risk_Score` (use the formula above)
- If score > 50, create a follow-up task assigned to the account executive with priority "High" and subject "Ghosting Intervention Required – [Account Name]"
- If score > 70, also create an escalation task assigned to the sales manager with priority "Critical"

**Step 2: Automated Outreach Sequence Re-engagement**

When a task is created with "Ghosting Intervention Required", trigger a second flow:
- Check if the account has an active Outreach sequence (via the Outreach connector)
- If no active sequence, auto-assign a "Renewal Re-engagement" sequence that sends a personalized email, a LinkedIn request, and a call task over 5 days
- If an active sequence exists but the last step was completed more than 14 days ago, reset the sequence to step 1

**Step 3: Leadership Digest Email (every Friday)**

Create a weekly email that summarizes ghosting activity for Leadership's Monday morning review:
- Subject: "Ghosting Risk Digest – [Week Ending Date]"
- Body: Table with columns: Account, Ghosting Risk Score, Expansion Rate (current), Days Since Last Activity, Intervention Status (Active/Resolved)
- Include a count: "X accounts at critical risk (>70 score), Y accounts at high risk (50-70)"
- Add a link to the D365 view "Ghosting Watchlist" for drill-down

This automation does two things. First, it forces action at the sales rep level weekly, not monthly. Second, it gives Leadership a weekly snapshot that complements their monthly expansion review. After three weeks of seeing "Account X has been at 80 ghosting risk for 21 days with no sequence activity," they'll start asking the right questions during the monthly review.

The cost to implement: zero additional software. D365 workflows and Power Automate are included in most licenses. The Outreach connector is a standard integration. Total setup time for a RevOps person: 4-6 hours for the first iteration, 2 hours for refinement after the first month of data.

One gotcha: test the workflow on a sandbox first, especially the Outreach sequence reset logic. You don't want to accidentally blast a customer who just had a positive call with "We haven't heard from you!" That's why the ghosting score includes meeting recency—if a meeting happened within 7 days, the score automatically drops below 30, and the workflow skips that account. Always build in a "last positive interaction" override.

## Sources

- Outreach — official product documentation and support resources for sales engagement platform features.
- Microsoft Dynamics 365 — official documentation for CRM analytics, reporting, and subscription management.
- Harvard Business Review — articles on sales metrics, customer renewal strategies, and churn analysis.
- Gartner — industry research on sales performance management and subscription business models.
- Forrester — reports on customer retention, renewal forecasting, and sales analytics best practices.
- Salesforce — official resources on renewal modeling and sales process automation (comparable platform).

## FAQ

**What is renewal ghosting in sales?**  
Renewal ghosting happens when a customer stops responding during renewal discussions, often without warning. It’s common when sales teams rely on Outreach sequences but lack visibility into stalled deals.

**How do I model renewal ghosting with only Outreach data?**  
Track sequence completion rates and reply rates in Outreach, then flag accounts where replies drop to zero for 14+ days. Combine this with Dynamics 365 opportunity stage duration to identify ghosting patterns.

**Why does leadership only reviewing expansion rate monthly cause problems?**  
Monthly reviews miss early warning signs, as ghosting can escalate in days. Weekly pulse checks on engagement metrics (e.g., email opens, meeting no-shows) help catch issues before renewal cycles end.

**What fields should I add to Dynamics 365 for ghosting detection?**  
Create custom fields like “Last Customer Reply Date,” “Outreach Sequence Status,” and “Ghosting Risk Score” (low/medium/high). These enable automated reports and alerts for leadership.

**Can I automate ghosting alerts without a complex tool?**  
Yes, use Power Automate to check Dynamics 365 fields daily and send email alerts when “Last Customer Reply Date” exceeds 10 days. This requires no coding beyond basic flow setup.

**How do I measure success after implementing ghosting models?**  
Track the ratio of at-risk renewals saved versus lost, and compare monthly expansion rates before and after alerts. Aim for a 20–40% reduction in ghosted renewals within two quarters.

## Bottom line

Treat as RevOps product work: prove value on one slice, then scale. Polish can deepen this entry later.

Was this helpful?

Sources cited

Pulse RevOps — long-tail RevOps gapsPulse RevOps — long-tail RevOps gaps

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