- RecRevOps
- Posts
- BEATING THE “IDEAL CUSTOMER PROFILE” PLATEAU
BEATING THE “IDEAL CUSTOMER PROFILE” PLATEAU
A Systems-First Approach To Spotting ICP Fatigue And Pivoting To A Growing Segment

••••••••••••••••••••••••••••••••••••••••••••••••••
➤ WELCOME BACK
Today I’m tackling that moment every recurring-revenue operator eventually faces. The day your “ideal” customer stops paying the bills.
Here’s what you’ll take away:
How to spot the signals that your Ideal Customer Profile (ICP) is no longer funding predictable growth.
A practical framework (SVS) for identifying and ranking more profitable segments hiding in your base.
The 50-day pivot sprint to shift your GTM, pricing, and onboarding toward customers who actually compound your revenue.
Onward.
••••••••••••••••••••••••••••••••••••••••••••••••••
Transform Customer Support with AI Agents
How Did Papaya Scale Support Without Hiring?
Papaya cut support costs by 50% and automated 90% of inquiries using Maven AGI’s AI-powered agent - no decision trees, no manual upkeep. Faster responses, happier customers, same team size.
••••••••••••••••••••••••••••••••••••••••••••••••••
➤ IN CASE YOU MISSED IT
Stop Treating Customer Success Like Support: “Customer success was designed as the safety net. But in most organizations, it’s still treated like insurance, something you only think about when things go wrong. That mindset is bleeding recurring revenue…” Read it!
••••••••••••••••••••••••••••••••••••••••••••••••••
➤ TODAYS FOCUS
👉 Your Numbers Will Tell You The Truth Before Your Team Does
Acquisition looks fine on paper, but payback is creeping, renewals feel brittle, and expansion is sporadic.
So what’s happening?
I’ll tell you: Your once “ideal” customer profile has become stagnant. A segment that was once growing has finally plateaued.
This isn’t a product problem or a marketing problem. It’s a segmentation problem.
👉 The Moment You Know It’s Time To Pivot Segments
Take a look at the hard signals, not the vibes. You’ll likely find that:
LTV to CAC ratio has been compressing across two or more recent cohorts
CAC payback is stretching beyond your capital cycle and tolerance
Retention curves are flattening early, even after onboarding improvements
Net Dollar Retention is low for three straight quarters in your target segment
A narrow persona dominates the support volume you thought you served best
High-intent leads that fit your ICP still need discounts to close
If three or more of these describe your last two quarters, you are paying to defend an identity that no longer funds itself.
The fix is to find customers who build your balance sheet instead of burning it.
👉 “Segment Viability Score” To The Rescue
SVS is a simple five‑factor model that ranks segments by revenue quality and cost to serve.

Score each candidate segment from 1 to 5 on the following:
LTV to CAC durability (Look at the three most recent cohorts per segment)
Payback speed (Median months to payback for self‑serve and sales‑assist)
Net dollar retention (Logo retention times expansion behavior)
Gross margin contribution (Hosting, support, CSM, payment fees)
Operational friction (Sales cycle length, procurement drama, security asks)
Each of the above has its own weight. Take the 1 to 5 score you settled and multiply it by a weight:
LTV to CAC durability score x 3
Payback speed x 2
Net dollar retention x 3
Gross margin contribution x 2
Operational friction x 2
You end up with a total possible score of 60.
Anything below 35 is a hobby.
Anything above 45 funds the plan.
You are not guessing. You are ranking where money is easiest to make and keep.
👉 More Ways To Find Hidden Segments Inside Your Existing Base
Start with the customers who already love you, then slice and dice the data in fresh new ways:
By job to be done (Which outcome are they buying?)
By plan/package architecture (Which is limiting expansion?)
By workflow intensity (Daily operators/users versus quarterly reviewers?)
By industry compliance (Regulated buyers can drive predictable tickets)
By integration surface (Who connects deeply and is entangled)
By geography and currency (Foreign exchange and local payment methods matter)
By acquisition source (Organic signups with high NDR often point to product fit)
Run the following four analyses across the slices above.
Cohort retention curves by segment (Compare month 1 to month 6 to month 12 survival)
Feature adoption clusters (Which features predict renewal at 90 days)
Expansion triggers (What event or usage threshold precedes the first upsell)
Cost to serve (CSM hours, support cases, infra cost by active unit)
A pattern always emerges. There may be a subsegment that pays back in half the time, expands twice as often, and never bothers support.
You may have found your new segment candidate. If so, it may be time to pivot.
👉 Run A 50‑Day Pivot Sprint Without Burning The House Down
Treat the pivot as a program with named gates. Not an email thread or a one‑off deck.
Phase 1. Discovery reset (Two weeks)
Rebuild the ICP for the top two candidate segments based on the Segment Viability Score exercise
Use real data and five recorded calls per segment
Capture triggers. Buying committee. Risks that kill deals
Define the must‑win jobs to be done and the anti‑jobs you will not serve
Phase 2. Offer and message (Two weeks)
Write a point‑of‑view one‑pager per segment
Define the value metric and floor price you will not go below
Draft three headlines that speak to the job to be done with C‑A‑P copy. Context. Agitate. Promise.
Instrument a quick landing page for each with basic tracking.
Phase 3. Field tests (Three weeks)
Run controlled channel tests
Use outbound sequences with a narrow list and hand‑built research
Use two paid search groups that are tied to the landing pages
Conduct a webinar or office hours session tailored to the segment
If nothing burns down and feedback is positive, you just replaced hope with a process.
Now you execute.
👉 Go‑To‑Market Rewiring Without Team Whiplash
With a new ICP, your teams (Sales, Marketing, Success, Operations, etc) will need a sharp adjustment.
Sales: Rewrite your stage definitions around proof of job to be done. Train on three new talk tracks and kill two legacy ones. Move comp to pay more for multi‑year or higher margin tiers. Refresh target account lists with the new filters.
Marketing: Replace generic case studies with two high‑fidelity stories from the new segment. Swap social proof logos to match the buying committee. Route inbound with a rules engine that favors the new segment first.
Success: Redesign QBR templates to prove value in the language the segment cares about. Build an early warning dashboard for adoption risk specific to the new workflows.
RevOps. Update territories, scoring, and Integrations. Build a dedicated pipeline view tagged by segment so leadership and teams can see motion and conversion in real time.
No heroics.
Just clean handoffs based on the segment you intend to win.
👉 Risk Management And Kill Criteria
Most segment pivots fail not because the target was wrong, but because the team could not cut what no longer serves them.
Write your kill criteria now.
If payback in the new segment exceeds the legacy segment by more than three months after two quarters, pause the shift.
If CSM hours per dollar of ARR are growing faster than NDR, step back and fix onboarding.
If pipeline contribution from the new segment does not hit the agreed weekly threshold by week eight, cut spend and refocus.
Make it mechanical. Remove ego from the decision.
👉 Pitfalls To Avoid
Chasing the total addressable market size instead of spend quality
Overfitting on one logo that flatters you
Moving price without changing the value metric
Dragging every legacy playbook into the new motion
Letting channels decide your segment instead of the other way around
Confusing loud users with high-value buyers
Running endless tests without a decision date
Call the shot. Run the play. Measure every week.
••••••••••••••••••••••••••••••••••••••••••••••••••
HOW I CAN HELP
I’ve spent the last two decades developing strategies and implementing technology for DTC, subscription commerce and payment systems.
If you’re in need of CTO-level expertise for your subscription strategy, revenue retention strategy, or payment infrastructure, reach out! I may be able to help.
••••••••••••••••••••••••••••••••••••••••••••••••••
➤ TILL NEXT WEEK
The ICP that carried you here isn’t broken. It’s just done its job.
Now it’s time to review your ICP and score the segments, run the pivot sprint, and build the engine that funds predictable growth.
Make the shift before the numbers force you to.
Cheers,
~ Rick
Did you enjoy this newsletter issue? |