A COO I worked with last year called me two weeks after firing her second account executive in eight months. Her question was straightforward: "Are we just bad at hiring?"
We pulled her HubSpot data instead of talking about interviews. Both reps had inherited territories where the founder had already closed the obvious accounts. Both had been handed a "playbook" that was really a folder of decks. Neither had a single inbound lead routed to them in month one, because routing rules still pointed everything at the founder's user ID. Both missed quota. Both were let go.
She was not bad at hiring. She was hiring into a system that would have broken any rep on the market, and she had no data to tell the difference.
This is the part almost nobody writes about. Search "hiring sales reps" and you get interview questions, personality assessments, and lists of traits that top performers supposedly share. Useful, sometimes. But the expensive failures I see are rarely about picking the wrong human. They are about opening the role before the business could support it, then having no instrumentation to diagnose what went wrong.
Here is how I would approach it.
The numbers that should make you slow down
The market has gotten worse at this, not better. Median AE attrition sits around 32%, split roughly 12% involuntary and 20% voluntary. Average rep tenure has dropped to about 2.2 years. Fully loaded replacement cost per departure lands somewhere between $115K and $150K once you count recruiting, onboarding, lost pipeline, and manager hours. For enterprise roles with six-figure OTE and a nine-month ramp, it clears $200K.
Median quota attainment across B2B SaaS is around 70%. Bottom quartile is under 55%. That last number matters more than people think: sustained attainment under 60% is the strongest leading indicator that a rep is about to quit, and it usually points at something structural rather than personal. Wrong territory. Weak enablement. A product that does not fit the segment they were told to sell into.
If you are a 40 to 80 person company adding your third or fourth AE, one bad hire costs you roughly a quarter of a marketing budget and about six months of momentum. That is enough reason to spend two weeks on the diagnosis before you spend three months on the search.
Three questions your CRM should answer before you open the role
Every hiring decision I have seen go badly skipped at least one of these.
1. Is the motion actually repeatable, or is it still the founder?
The old advice was a revenue threshold. Hit $1M ARR, hire an AE. That advice is wrong and I have watched it burn real money. I have seen a company at $500K ARR hire successfully because the conversion rates were clean, and a company at $2M ARR fail twice because every deal was a bespoke founder rescue.
The honest test: if the founder went dark for 30 days, would deals keep moving? Not close. Just move forward. If the answer is no, the motion has not transferred and a new rep will spend their ramp reverse-engineering something nobody wrote down.
What repeatability looks like in the data:
- 10 to 20 closed-won deals that came through a recognizable sequence, not 10 different paths
- Stage conversion rates that hold roughly steady across the last two quarters
- A known median cycle length and a known median ACV, with a variance you can explain
- At least one pipeline source that does not depend on the founder's personal network
If you cannot pull those four things from your CRM in ten minutes, that is the project, not hiring. This is the same discipline behind sales pipeline stages defined by the buyer: a rep can only run a process that exists as data.
2. Do you have enough pipeline to feed another quota?
This is the arithmetic people skip because it produces uncomfortable answers.
Take your current qualified pipeline created per month, your realistic win rate, and your average deal size. Divide by the quota you want the new rep to carry. If the answer is that your existing demand generation supports 1.4 quotas and you already have two reps, adding a third does not add revenue. It splits the same pipeline three ways and pushes everyone below the 60% attainment line where people start updating their LinkedIn.
I run this before every hiring conversation. Roughly a third of the time the honest recommendation is "do not hire an AE, hire a demand gen person or fix routing." Nobody enjoys hearing it. It is cheaper than the alternative. There is more detail on the modelling in our piece on sales capacity planning.
3. Can you tell a bad rep from a bad territory?
This is the RevOps question and it is the one that saves you the second failed hire.
If two reps miss quota and your CRM cannot show you the difference in accounts assigned, lead volume routed, inbound versus outbound mix, and account quality at handover, then you are guessing. You will fire a rep who never had a chance, hire someone new into the same conditions, and repeat.
Before anyone starts, you need account assignment recorded with a timestamp, lead routing that actually fires, and a way to segment pipeline by source per rep. Most teams have none of the three, which is why CRM adoption and hiring failures show up together so often.
You cannot diagnose a hire you did not instrument.
Fix account assignment, lead routing, and source tracking before the offer goes out. Otherwise every miss looks like the rep's fault, and you will fire the wrong person twice.
Build the profile from your own data, not a template
Most job descriptions for AEs are copied. "5+ years closing experience, SaaS background, hunter mentality, MEDDIC familiarity." That describes several hundred thousand people and predicts almost nothing.
A better version starts with your closed-won data. Pull the last 20 to 30 wins and answer:
What was the actual deal shape? Median ACV, cycle length, number of stakeholders, whether it was a displacement or a net-new category purchase. A rep who has closed $18K deals in three weeks will struggle badly with $90K deals across six months and five stakeholders. That is not a talent gap. It is a completely different job.
Who was in the room? If your buyers are CFOs and heads of finance, hiring someone whose entire background is selling to marketing teams is an expensive bet on transferability. If your deals need multithreading across a buying committee, you need someone who has run that, not someone who has closed single-champion deals fast.
Where did the pipeline come from? If 70% of your wins started as inbound, you need someone good at qualification, speed, and running a tight process. If 70% came from outbound, you need someone who will build lists and prospect daily, which is a genuinely different personality and a genuinely different comp plan.
What killed the losses? Pull your win-loss patterns. If you keep losing on procurement and security review, the skill you need is not charisma. It is deal orchestration and patience.
Now write the scorecard from that. Six to twelve competencies, weighted, each one traceable to something in the data. Not "hunter mentality." Something like "has closed 5+ deals with a 4+ stakeholder buying committee in a regulated industry, and can walk through one in detail."
President's Club deserves its own warning. It tells you someone hit a number inside a specific system, usually one with a brand, a marketing engine, and inbound flow. Your company may have none of those. I always ask where their pipeline came from and what percentage they sourced themselves. The answer separates operators from beneficiaries.
The interview loop that predicts something
Here is the one place where the research is unusually clear and most teams ignore it anyway.
Unstructured interviews have a predictive validity around 0.20 to 0.38 for job performance. Structured interviews with behavioral anchors get to roughly 0.51, and for sales roles the range reported goes as high as 0.55 to 0.70 when role plays are included. The gap between "we all chatted with her and liked her" and "we scored her against a rubric" is the single largest improvement available to you, and it costs nothing but discipline.
Sales candidates are, by definition, good at selling. In an unstructured loop the charismatic candidate wins regardless of whether they can actually close your deals. Structure is what stops that.
What I use:
Three rules that matter more than the stages:
Score independently before you discuss. The moment one person says "I loved her," everyone else anchors. Written scores first, conversation second.
Fill the scorecard within 30 minutes. Memory decay is real and it turns a rubric back into a vibe.
Weight the role play heavily. Role plays show rather than tell. Use a real lost deal, brief them properly, and watch whether they run discovery or jump to a pitch. Most candidates jump. The ones who do not are worth a second look.
The lost-deal review is my favourite question and I stole it from a hiring manager years ago. Anyone can narrate a win. A candidate who can dissect a loss with specifics, own their part in it, and describe what they changed afterwards is telling you they have a real process running in their head. Vague answers here have predicted almost every hire I regretted.
Instrument the first 90 days before day one
This is the RevOps work and it takes about a week. Do it before the start date, because retrofitting it after a rep misses quota is too late to be useful.
Set up these things in your CRM:
Account assignment with dates. Every account the rep owns, when it was assigned, and its state at assignment. Open opportunity or cold? Prior activity or none? Without this you cannot separate "bad rep" from "given the leftovers."
Lead routing that actually fires. Test it with a real form submission on day one. I have lost count of how many times a new rep sat in a quiet inbox for three weeks because a routing rule still pointed at someone who left. Our guide on lead routing gaps covers the usual failure points.
Activity and stage progression, tracked separately. Activity alone is a vanity metric. Activity plus stage conversion tells you whether the rep is doing work that moves deals, or just doing work.
Source mix per rep. Inbound versus outbound versus partner. If your new rep gets 80% inbound and your existing rep gets 20%, their numbers are not comparable and comparing them anyway will poison the team.
A ramp curve you agreed on in writing. Something like 25% of quota in month four, 50% in month five, 75% in month six, full by month seven. Whatever fits your cycle length. Our ramp time breakdown has the models. The point is that it exists before they start, so month four is a checkpoint instead of an argument.
Long before quota is due, activity quality and stage conversion tell you whether the rep is the problem or the system is. Most teams wait for the quota miss at month seven and lose five months of information.
The 60-day read
You cannot judge a rep on closed revenue at 60 days if your cycle is 120 days. You can judge leading indicators, and they are surprisingly reliable.
By day 60, a rep who is going to work will have: meetings booked at or near the team baseline, discovery notes in the CRM with real detail on the buyer's problem rather than three bullet points, deals that move from stage two to stage three rather than sitting, and at least one deal where they have identified more than one stakeholder.
A rep who is struggling shows a pattern, and the pattern tells you the cause. If they are booking meetings but nothing converts past discovery, that is usually a product knowledge or qualification gap and it is coachable. If they cannot book meetings at all and they are outbound-dependent, that is either the wrong hire for the motion or a targeting problem in your list. If their notes are empty, you have a process compliance issue that will make every future diagnosis impossible.
Have the conversation at 60 days. Be specific. Show the data. In my experience about half of the reps who look shaky at 60 days recover fully when someone actually tells them what is wrong instead of waiting silently for the quota miss.
When the answer is "do not hire a rep"
I want to be direct about this because it is the most valuable thing I can say and it costs me consulting revenue when I say it.
Do not hire an AE if:
- The founder still closes every deal and cannot describe how in a document
- Your qualified pipeline does not support the quotas already on the board
- Your last two reps failed and you have not changed anything about the system
- You have no one to manage them, and "the founder will manage them" means "nobody will"
- Your CRM cannot tell you win rate by segment, because you are about to hire someone to sell into a segment you have not validated
In those cases the higher-return hire is usually operational. Someone to fix routing, build the playbook, clean the data, and make the motion legible. That is unglamorous and it does not show up on a board slide as "expanded the sales team." It is also the thing that makes the next three AE hires work instead of the next three AE hires failing.
We do that work through CRM and RevOps builds and automation, usually as a six to eight week project before a hiring wave rather than after one. The order matters.
About to open an AE role?
Book a free 30-minute audit. We will pull your pipeline math and tell you honestly whether the hire will work, or what to fix first.
Book an audit →FAQ
How many closed deals should I have before hiring my first AE?
Somewhere between 10 and 20 founder-closed deals that followed a recognizable pattern. The count matters less than the consistency. Ten deals that all ran through the same stages with similar cycle lengths is a stronger signal than 40 deals that each took a different path. The real test is whether you could hand someone a written process and have them run it without you.
What quota should a new AE carry, and when should it start?
Set full quota at three to five times their OTE for a mid-market motion, then ramp into it based on your cycle length. If deals take four months, do not expect meaningful closed revenue before month five. A common structure is 25% of quota in month four, rising to full by month seven. Agree the curve in writing before the start date. Our guide on sales quota setting from capacity covers the modelling.
Should I hire an experienced AE or someone junior I can train?
Depends on whether your motion is documented. If it is, a strong junior with good coaching often outperforms an expensive senior hire who expects an inbound engine you do not have. If the motion is still being figured out, you need experience, because a junior rep cannot discover a sales process and execute it at the same time. Most Series A companies get this backwards and hire senior people to do discovery work, then blame the person.
How do I know if the problem is the rep or my system?
Compare their inputs to the rest of the team, not their outputs. Same lead volume? Same account quality at assignment? Same source mix? If a rep is getting half the routed leads and inheriting cold accounts while another rep works warm inbound, the quota gap tells you nothing about ability. This is exactly why account assignment and source tracking need to exist before the rep starts.
What is the single biggest hiring mistake you see?
Hiring a second rep after the first one failed without changing anything about the environment. The failure gets attributed to the individual, the search restarts, and the same conditions produce the same result at another $130K. If a rep fails, run the diagnosis before you run the search. Look at their assigned accounts, routed lead volume, ramp support, and whether anyone reviewed their deals weekly. The answer is usually sitting in the CRM.
Where to start
If you are about to open a role, spend one week on this before you write the job description. Pull your last 25 closed-won deals and describe the shape. Run the pipeline arithmetic against the quotas you already have. Check that routing works and account ownership is recorded. Write the scorecard from the win data.
That week will either give you a much sharper profile or it will tell you not to hire yet. Both outcomes are worth more than the job post you were about to publish.
If you want a second set of eyes on the numbers, get in touch. We look at pipeline math and CRM instrumentation for B2B teams, and we will tell you when the honest answer is to fix the system first.