Nobody Loses on Price

The sample

Figure	Value
Scored attempts	4,587
Salespeople	256
Companies	39
Hours of recorded audio	99
Window	14 April 2026 to 8 September 2026

Trades represented: remodeling, roofing, plumbing, HVAC, automotive sales, windows and doors, flooring, freight.

Finding 01: the polite question beats the angry one

3,323 attempts carried a labeled objection. Failure means the attempt scored below 70 on a fixed 0 to 100 rubric. Two questions in this table are both about price. One fails 29.1% of the time, the other 17.1%. That is a 1.7x gap between a customer who asks quietly and a customer who names a competitor.

Objection	Fail rate	Attempts	What it gives the rep
"Is this your best price?"	29.1%	350	gives nothing
"I'm going to keep looking at other options"	26.5%	347	gives nothing
"I need to talk to my partner"	23.2%	327	gives nothing
"It's too expensive"	21.2%	372	gives a number
"I'm going to wait until [future date]"	20.4%	324	gives nothing
"I can get it cheaper somewhere else"	19.7%	304	gives a number
"I need to think about it"	19.6%	377	gives nothing
"This is out of our budget"	18.1%	365	gives a number
"I'm just not sure about this"	18.1%	271	gives nothing
"Can you match their price?"	17.1%	286	gives a number

Weighted by attempts, objections that give the rep nothing to work with failed 23.0% of the time (1,996 attempts). Objections that hand the rep a number failed 19.1% (1,327 attempts). Read that as a tendency, not a law: the gap is 3.9 points, and "It's too expensive" runs against it.

A number is something a rep can answer. A polite question is a door closing slowly, and most reps say thank you and let it close. The reps in this sample were trained to fight. Nobody trained them for the customer who does not fight back.

Finding 02: the practice curve, and the paradox

Same rep, same objection, by attempt number. 3,465 attempts. The fifth row pools the fifth and all later attempts. The average score climbed from 70.3 to 82.9 across the same span.

Attempt	Fail rate	Attempts
1st	30.9%	1,170
2nd	24.6%	715
3rd	19.7%	518
4th	12.0%	349
5th and later	9.8%	713

Then the honest part. At one client, roughly 38 reps over five months, score improvement was tested against real per-rep field sales results. The correlation with close rate was r = -0.03. Effectively zero. What moved instead, same reps, the month before the platform against the multi-month average after:

+17%Average deal size
+21%Appointments per rep
+47%Monthly revenue
flatClose rate

Practice changes what your team sells for, not how often they win.

This is one client. It is the only place we could line practice scores up against real per-rep results, so it is reported as one client and nothing more.

Finding 03: the early warning

Reps with 45 or more days on the platform, sales roles only. 253 reps across 39 companies, split by whether they were still on the team.

Measure	Left the company	Still on the team
Reps	73	180
Median role plays completed	0	9
Never completed a single one	52.1%	23.9%
Mean role plays	4.9	18.0

Reps who stayed did 3.7x more practice. The causality runs both ways and the report says so: some reps stop practicing because they have already decided to leave, others leave because they never engaged. The reading is the same either way, and it is on the owner's dashboard weeks before the resignation.

What this data cannot tell you yet

Four things were measured and are not in this report, on purpose.

No trade-by-trade leaderboard. The spread between trades looks dramatic, but four of the seven trades are a single company each, and most of the gap tracks how long each team had been practicing, not the trade. That is a company leaderboard wearing a trade label, so it stays out.
Close rate is not measured at fleet scale. The r = -0.03 result rests on one client. Until the same test runs across the fleet, no claim about close rate goes beyond that one client.
No pipeline decay rates. We hold jobs and CRM work events from one client whose historical backfill is still running. Any rate over that book would move for reasons we caused. That becomes Report No. 02 once the backfill completes.
Scores are machine-assigned. Every attempt was scored by the same fixed rubric, which is what makes 4,587 attempts comparable. It also means the score measures adherence to a method, not a human judge's opinion of the conversation.

Four things to do with this

Drill the question, not the fight.Your reps can answer "it's too expensive." Put the practice hours on "is this your best price?" and "I'm going to keep looking," the polite closes that fail most.
Stop ranking reps on close rate alone.In the one place we could measure it, practice did not move close rate. It moved deal size, appointments and revenue. Rank on what moved.
Treat practice attendance as a retention instrument, not a leaderboard.A rep who has stopped practicing is telling you something weeks before they tell you.
Measure training against deal size, never single month to single month.One month against one month is noise. The month before against the average after is the comparison that held.

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Keep reading

Nobody Loses on Price

The sample

Finding 01: the polite question beats the angry one

Findings 02 and 03, what the data cannot tell you, and the four actions.