The ICP: your sales org's official reference point for ensuring prospect relationships are more like the first half of Olivia Rodrigo's You Seem Pretty Sad for a Girl So In Love than the second.
(That's right, all three of my Gen Z readers — your boy relates to you.)
But seriously, knowing who actually buys your offering keeps your pipeline focused and your org's efforts pointed in the right direction.
We ran surveys of over 300 sales leaders to help you develop that understanding.
Leaders understand their ICPs need tightening, but the process falls by the wayside.
Our survey found:
28%
of sales leaders call "targeting too broadly too early" their biggest ICP mistake — the plurality answer
8%
say tightening ICP was the highest-impact AI prospecting move they made — the lowest-ranked lever
Orgs treat ICP tightening the same way I treat my chronic stomach aches.
I can tell you exactly what I'm doing wrong, but I won't stop eating Taco Bell Beefy 5-Layer Burritos in bed.
Similarly, a plurality of sales leaders identify overly broad targeting as their biggest ICP mistake — but when asked what their highest-leverage AI prospecting move has been, only 8% of respondents said "tightening ICP."
That gap could speak more to a lack of movement than a lack of effectiveness.
Narrowing an ICP can feel like subtraction, and other levers — better tools, sharper messaging, more coaching — promise addition.
But ICP discipline is a meaningful efficiency play.
Sharper focus means fewer reps running themselves ragged chasing bad-fit prospects.
Most pipelines lack fit gates at either end.
Our survey found:
14%
of sales leaders say their orgs use a documented checklist to identify ICP fit at entry.
26%
have documented criteria giving reps permission to disqualify at exit.
Fit is the through-line of a healthy pipeline, so it's worth noticing where teams actually formalize it: almost nowhere.
A small minority of sales orgs work from a documented checklist to decide whether a prospect fits the ICP before their motion — rather than relying on CRM tags, manager rulings, or a rep's gut.
The picture mirrors itself on the way out. Fewer than a quarter have documented criteria that give reps permission to walk away.
Everything between those two gates gets scrutinized in pipeline reviews, but the gates themselves swing on judgment.
That's the quiet reason bad-fit deals persist — not because reps can't spot them, but because no framework ever forced the call at entry or exit.
Disciplined teams treat qualification and disqualification as the same discipline, written down.
What can you do with this next-level insight?
For reps:
Disciplined reps notice when "more pipeline" is quietly costing them their best hours. The prospects that fit convert with less friction; the ones that don't absorb effort that never compounds into anything.
For managers:
When fit lives in a rep's gut, it's invisible in a 1:1 — you can't coach a call you can't see. Managers who tighten this ask reps to name the fit criteria they applied, not just the deal's status, so the reasoning becomes something a team can inspect and calibrate.
For leadership:
Fit gets treated as culture — "we know our customer" — right up until it has to survive a rep's judgment on a slow month. Leaders who write it down (and keep it refreshed) convert a shared belief into a repeatable gate.
Sirs David Attenborough, Patrick Stewart, and Mix-a-lot have all independently approached me and told me The Science of Scaling is "literally the best thing they've ever had the awesome, overwhelming, sometimes painful pleasure of reading" (their words).
That said, they also clarified that they don't want to hurt my competitors' feelings — so they'll probably act like they have no idea what you're talking about if you ever mention me or this newsletter to them.
Jay Fuchs. Managing Editor, The Science of Scaling Newsletter
Your pipeline is probably carrying dead weight.
A full pipeline looks great until half the deals in it have not moved in weeks.
Nic Conley, founder of The Follow Up, built a simple system for figuring out what is real, what needs attention, and what needs to go.
Inside the free Pipeline Cleanup Checklist:
- Score every opportunity across eight qualification criteria
- Check your pipeline against six health benchmarks
- Sort deals into advance, nurture, or cut
- Run a complete pipeline review in 30 minutes
Less gut feel. More deals you can actually defend on forecast day.
The data in question
As always, we sourced our data through Panoplai: I'm running out of steam with these little promos. I'll get a second wind at some point, but until I do, just go start using Panoplai. Do it. It's awesome.
What's the biggest mistake your organization has made in ICP selection?
- 28% — Attempting to target too broadly too early
- 22% — Prioritizing close rate over lifetime value
- 17% — None of the above
- 14% — Never formally defining an ICP
- 12% — Focusing on inbound demand over strategic fit
- 9% — Following competitor ICPs
Which of the following has had the biggest positive impact on your team's prospecting outcomes in the last 12 months? (Select one) (Base: 296 Director+ leaders who use AI in prospecting)
- 21% — Investing in AI tools for research
- 17% — Coaching reps on point of view and messaging
- 16% — Defining a shared standard for good outreach
- 14% — Changing how we measure prospecting performance
- 12% — Investing in AI tools for writing
- 8% — Tightening ICP and account selection
- 7% — Restructuring how reps multi-thread accounts
- 5% — None of the above have moved the needle
How do BDRs/AEs currently determine whether a prospect fits your ICP during qualification?
- 22% — Manager guidance on individual deals
- 21% — CRM scoring or tagging system
- 21% — Personal judgment from experience
- 14% — Documented qualification criteria
- 14% — None of the above
- 10% — Pursue all interested prospects
Does your organization have explicit criteria or a framework that gives reps permission to disqualify or walk away from a deal?
- 26% — Yes, documented disqualification criteria reps apply
- 23% — Somewhat — encouraged, but criteria aren't formalized
- 23% — No — walking away is discouraged unless the prospect ends it
- 19% — In theory — discussed but rarely practiced
- 6% — Currently developing disqualification criteria
- 3% — Tried it, but reps were resistant or inconsistent