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Module 7 — The Number: Quota & Capacity Planning

"The board picked the number in a forty-minute meeting. You get to spend the next twelve months explaining to thirty-one human beings why it's their fault." — anonymous VP of Sales, a parking garage, 11 p.m., smelling of desperation and synthetic leather

It arrives like weather. Bad weather. The kind of weather that destroys trailers and carries livestock into adjacent counties. The board — assembled in a conference room with thirty-dollar water and the collective numerical literacy of a labrador — decides the company will do a number next year: clean, ambitious, completely fictional, reverse-engineered from the deck they showed a VC who reverse-engineered it from a deck he showed a sovereign wealth fund that reverse-engineered it from a cocktail napkin someone left at a rooftop event in 2021. And then this number, this beautiful bastard of a number, rolls downhill, gathering velocity and blame and small-cap motivational language, until it lands like a comet on a 26-year-old named Dylan who is currently three margaritas and one bad decision deep at an SKO in Scottsdale and does not yet know his life is about to get worse.

That descent — from the board's gonzo arithmetic to Dylan's actual monthly target — is quota and capacity planning. Get it wrong and you'll either miss the year by Q2 or torch your entire bench chasing a target that was never physically possible in a universe governed by the laws of space and time. Get it right and you've built the only honest bridge between what the boardroom wants and what the floor's carbon-based biology can actually produce. This is the work. It is not glamorous. It is an act of applied mathematics performed under gunfire, and you will need a drink.

THE JOB

Quota and capacity planning answers one question with enormous amounts of money attached: can this organization, with the people it has and the people it can realistically hire, actually produce The Number?

There are two numbers in the room and they hate each other with the hot, personal fury of ex-spouses at a real estate closing.

  • Top-down — The Number. The board number. The ARR growth target handed down from Mount Olympus, derived from the fundraise narrative, the burn multiple, the investor's desire to see a clean upward-sloping line, and absolutely fuck-all else. The Number is indifferent to your headcount. It does not care that your last AE class ramped like wet cement in January. It does not care about anything. It is a hungry, indifferent machine, and it will consume Dylan and everyone Dylan knows if you let it.

  • Bottom-up — capacity. What your reps can physically sell given how many you have, how productive each one is, and how long the goddamn new ones take to get up to speed.

Your job is reconciliation. You build the bottom-up capacity model, you compare it to the top-down demand, and you find — calmly, with a spreadsheet, a drink, and the cold clarity of a person who knows too much — the gap. That gap gets closed exactly three ways: hire more reps, raise productivity, or renegotiate The Number before it's locked. After it locks, you're down to two of those three, and one of them is a prayer, not a plan.

THE PLAYBOOK

Step 1. The capacity formula — memorize it, it runs your miserable life

Capacity = (Ramped Rep Equivalents) × (Annual Productivity per Rep) × (attainment coverage adjustment)

Every term in this formula is a fight. Here is how you win each one without losing your mind.

Step 2. Productivity per rep — what one fully-ramped human actually sells

Productivity = the annual bookings a single fully-ramped, fully-tenured rep produces at the median. Not the quota. Not what your top closer does. Not the heroic bullshit number your Founder Who Still Thinks He's the Best Salesperson In The Building posts on Slack to motivate the floor. The median attained number — blended across the real team, measured in actual closed-won dollars.

Here is how you pull it without lying to yourself:

  • Pull last year's closed-won per AE from the CRM. (The CRM will resist. It has been neglected. Several close dates are from 2019. Push through.)
  • Throw out the top outlier — that one rep with the warm LinkedIn intro from a Sequoia partner does not represent your team's physics.
  • Throw out reps who weren't fully ramped for the full year.
  • Take the median of what's left. Call it $900K. Write it down. That number is the most honest thing in your building.
  • Quota is then set above productivity — see Step 6, the over-assignment section. They are not the same number and conflating them is the precise mistake that gets plans killed by April and VPs fired by June.

Step 3. Ramp — the cruelest goddamn tax in the building

A new rep does not produce on day one. They do not produce on day thirty. They sit in onboarding, they shadow calls, they learn how to spell the product name correctly, they attend a certification session that costs twelve thousand dollars, and they produce on a curve — and you must model that curve or your capacity number is a fantasy dressed up as a spreadsheet.

Ramp time = months until a rep can carry and consistently hit full quota. Typical ranges, by segment:

  • SMB / transactional: 2–3 months. Short cycles, repeatable motion, less to learn.
  • Mid-Market: 4–6 months. More complex, more stakeholders, more shit to know.
  • Enterprise: 6–9 months. Often longer — if cycles run 9+ months, a rep hired in Q2 cannot close what they haven't sourced yet. The math is merciless.

Model ramp as productive capacity delivered during the ramp window, not a binary switch that flips on some magic Tuesday. A reasonable linear-ish ramp model for a 4-month rep looks like this:

Month% of Full Productivity
10%
225%
350%
475%
5+100%

A rep hired in month 5 of the fiscal year delivers roughly 5–6 months of effective full capacity, not 8. This is the single most common place capacity models lie to themselves, to their VPs, and to their boards — and it is the lie that kills Q4 dead. The phrase you want is Ramped Rep Equivalents (RRE): sum each rep's fractional productivity across all twelve months. Ten heads on the roster might equal seven RRE. You sell with the seven. You do not sell with the ten. The other three are ghosts and the plan that relies on ghosts is a ghost plan.

Step 4. Attainment distribution — why ~60% hitting quota is NORMAL and nobody wants to fucking hear it

Here is the truth that no first-time VP will accept without a full grief cycle: in a healthy org, roughly 50–60% of reps hit quota. Not 100%. Not 85%. Fifty to sixty percent. If 90% of your reps hit quota, your quotas are soft enough to sleep on and you've left a year of revenue on the table by being too polite. If 30% hit, your quotas are delusional and your best reps are already interviewing for a company where someone with a functioning prefrontal cortex set the math.

Attainment is a distribution, not a threshold. It looks roughly like this:

  • Top ~20%: well over 100% — these people are your moneymakers. They carry the team. The accelerator exists for them. Fund it.
  • Middle ~40–50%: clustered around 80–110% — the backbone. Solid, professional, occasionally glorious.
  • Bottom ~20–30%: under 70% — your PIP-or-pray cohort. Some will turn around. Most will not. This is normal and fine and you should have predicted it.

Plan to the distribution, not to everyone-hits-plan. Which means — and this is the shit nobody teaches you — your total assigned quota must exceed The Number, because the misses at the bottom of the distribution must be covered by the beats at the top. This is the entire structural reason for over-assignment. We get to that next.

Step 5. Coverage and headcount math — sizing the fucking team

Work backwards from The Number like a detective at a crime scene. The crime is "we have no idea how many humans we need."

Required Ramped Rep Equivalents = The Number / Productivity per Rep

Example: The Number = $20M net-new ARR. Productivity per rep = $900K per RRE. → $20M / $900K = 22.2 RRE required.

But RRE ≠ heads, because new hires ramp and tenured reps quit. Convert up:

Required Heads = RRE / (1 − ramp drag − annual attrition rate)

If ramp and attrition eat a combined ~25% of nominal capacity over the year, you need: 22.2 / 0.75 ≈ 30 heads on the books to actually deliver 22 RRE.

And because attrition is continuous and backfills take time — standard sales recruiting runs 45–90 days, and your recruiting team is already six reqs behind — you must front-load hiring like your life depends on it, because in a real sense Dylan's does. A rep hired in Q3 contributes almost nothing this fiscal year. They're a Q1 next-year investment wearing this year's headcount budget. Account for it or get surprised. You will not enjoy the surprise.

Step 6. Quota over-assignment — the deliberate cushion and why you're not being cruel

You assign more quota than The Number, on purpose, and you explain this to no one but you sleep better knowing why. This is called the over-assignment ratio:

Over-assignment ratio = Total Assigned Quota / The Number

Industry-standard cushion is 1.15× to 1.25× — fifteen to twenty-five percent over The Number. If The Number is $20M, you assign $23–25M of quota across the team. The math:

  • Some reps will miss. You have planned for this — it is in the distribution, it is not a failure, it is arithmetic.
  • Some seats will sit empty during recruiting. Their contribution is zero.
  • Some new hires will wash out before they're fully ramped. Also zero.
  • The beats — your top 20% grinding past 130% — must arithmetically cover all of the above.

Anything under 1.1× over-assignment, and a handful of misses sinks the whole year. One bad territory, one unexpected attrition, one rep who updates their LinkedIn instead of their CRM, and The Number is gone.

Anything over ~1.3×, and you've crossed the line from prudent cushion to demoralization machine. Reps doing the math on a napkin discover their quota is not physically achievable at their current productivity level and quietly stop trying. Over-assignment becomes a betrayal. The floor revolts or simply deflates. Both are costly and stupid.

Step 7. Tie The Number to the hiring plan and pipeline — or this entire exercise was therapy, not planning

The capacity model is operationally worthless unless it immediately generates two downstream artifacts:

1. The hiring plan. If you need 30 heads and have 18, you need 12 net-new hires — plus backfill for annual attrition (running 20–30% in sales, higher if your VP of Vibes is running the culture), so really 16–18 open reqs. At a standard 1-in-8 funnel from sourced candidate to accepted offer, and a 60-day average time-to-fill, recruiting is now your binding constraint, not selling ability. Hand this math to the recruiter today. Not this week. Today. If recruiting isn't already building the pipeline to fill those seats, the capacity model you just built is an artifact for the next VP to find and weep over.

2. Pipeline coverage. Quota is a goddamn decorative number without pipeline to close against it. The standard target is 3× coverage — three dollars of qualified, real, non-zombie pipeline for every dollar of quota — given a blended win rate of roughly 30–35%. Required pipeline = Total Assigned Quota × 3. If the demand gen motion can't produce that coverage, your capacity is theoretical and your forecast is a hostage note written in Salesforce fields nobody remembers creating. (We bleed on this in Module 9 and Module 12, and yes, it is going to hurt.)

Capacity-planning checklist — before you lock anything

  • Median productivity pulled from actuals; not top-rep, not quota, not vibes
  • Ramp curve modeled per segment; capacity expressed in RRE, not heads
  • Attainment distribution assumed at ~55% hit rate, NOT everyone-at-100%
  • Over-assignment locked in at 1.15–1.25×
  • Heads grossed up for ramp drag plus attrition rate; hiring front-loaded Q1
  • Hiring plan delivered to recruiting with time-to-fill requirements spelled out in capital letters
  • 3× pipeline coverage requirement derived and owned by demand gen with consequences
  • Gap between top-down and bottom-up named out loud, in a room, before anything locks

HOW IT GOES TO HELL

The Founder Who Still Thinks He's the Best Salesperson In The Building sets every rep's quota to his personal best quarter, annualized, and calls it "raising the bar." His personal best was a warm intro from his college roommate at a Series A company with a ten-person buying committee that needed exactly one thing and he had it. It was a beautiful, unrepeatable accident. Now thirty reps carry his outlier as a baseline, eighty percent of them are underwater by March, and the floor hemorrhages its best people to a competitor who uses a spreadsheet instead of a Peloton as a management philosophy. Attrition hits forty percent. The recruiting funnel — never built — cannot refill the boat. The year dies in Q2. He blames "B-players" in the post-mortem and then offers the survivors equity.

The VP of Vibes doesn't build a bottom-up model. He finds the whole exercise "too in-the-weeds." He takes The Number, divides it by headcount — raw headcount, not RRE, not adjusted for ramp — and emails everyone their quota by Friday afternoon on the last Friday of December. No ramp curve, so new hires get full quota on day one and are technically underwater before they find the coffee machine. No over-assignment — assigned quota exactly equals The Number, so the instant one rep misses, the year misses, which is an absolutely insane structural choice that you have now made permanent. No coverage math. He manages the gap with a Slack channel called #beastmode, a quarterly steak dinner for the top three reps, and a Patagonia vest he wears even in summer because it communicates something he can't articulate. The vest does not generate pipeline.

The RevOps Martyr built the correct model. She built it in February. It shows with crystalline, inescapable clarity that the company needs 30 heads and is currently on pace to hire 11, which means they'll produce 14 RRE against a requirement of 22, which means they will miss The Number by approximately 35%, which means Q4 will be a screaming chaos event where everyone asks how this happened. She flagged it in a deck. She flagged it in an email. She put it in the QBR. It was "noted." The Number locked anyway. In Q3, when the shit arrives exactly as predicted, everyone will gather in a conference room with the good water and ask how this happened, and she will not say I told you so in cell F47 of the file titled CAPACITY_MODEL_DO_NOT_IGNORE_v8_FINAL_REAL.xlsx because she is a professional who is also completely exhausted and already updating her own LinkedIn.

FIELD RULES

RULE No. 7: The board sets The Number. You set the math that proves whether it's physically possible. Bring the bottom-up model to the table before quotas lock or you've forfeited the only argument that works, and you can shut up about it afterward.

Plan to the distribution, not the fantasy. ~55% of reps hitting quota is health. It is normal. It is what the math requires. If everyone hits, your quotas are soft and you robbed The Number blind by being too goddamn polite with the Excel.

RRE, not heads. A rep hired in Q3 is a rounding error this fiscal year. Front-load hiring or don't count the seat. The headcount number on the org chart is a lie; the RRE number is the truth.

Over-assign 15–25%. The beats must cover the misses. Assign more quota than The Number or one bad quarter in one bad territory sinks you. This is not cruelty to reps. This is arithmetic.

No quota survives without 3× pipeline. Capacity without coverage is fiction. You can have the most elegantly calibrated quota model in the history of B2B SaaS and it means absolutely nothing if there isn't pipeline to close against it.

My attorney advises: quota letters are legal documents. Date them. Sign them. Retain them in a place that is not just "somewhere in the Google Drive." The day a comp dispute materializes — and it will, because money is involved and humans are involved and those two things create disputes the way moisture creates mold — the spreadsheet becomes evidence, and the spreadsheet that nobody can find becomes an extraordinarily expensive problem.

From the field: I have never, not once, in more than a decade of this work, seen the top-down number and the bottom-up capacity agree on the first pass. Not once. They are not supposed to. The gap IS the job — the gap is the whole point of doing the model, the whole reason you built the fucking thing. Anyone who hands you a capacity plan with no gap has either solved revenue forever, which would be worth considerably more than whatever they're charging you, or — and this is the actual answer — they are lying to your face, lying to the board's face, and lying to a 26-year-old in Scottsdale who is about to find out his annual quota while standing next to a margarita machine at an SKO theme party called "Closing Season." Expense the margaritas. He has earned them. He just doesn't know what they're going to cost him yet.