Sales hiring is the funnel where a bad hire is most visible and a great hire is most leveraged. Three things make it harder than the other funnels in your company.
One, the signal is delayed. An engineering hire shows whether they are good inside the first sprint. A sales hire shows whether they are good across a full ramp cycle, which for an AE in a 90-day-sales-cycle business is around six months. By the time the data is in, you have already paid the salary and missed the quarter.
Two, the variance is enormous. The top quartile of AEs at a Series B SaaS company hit 140% of quota. The bottom quartile hit 35%. Same job description, same product, same enablement. The difference between picking from the top quartile and picking from the bottom quartile is the difference between hitting next year's number and missing it by a third.
Three, the cost of a wrong hire is more than the salary. A misfired AE in a defined territory means a quarter of that territory is dormant while you replace them. That is real pipeline missed, real customers handed to competitors, real revenue you cannot retroactively earn. Recovery from a missed sales hire in a defined territory takes two quarters, not one.
This playbook walks one open sales role end to end through Picked. It assumes you have a role to hire (AE, SDR, sales-leader, or specialist like sales-engineer or customer-success), a sales motion you can describe in one sentence, and three to five hours of your own time across the next 30 days. It does not assume you have a recruiter or a previous sales hire to compare against.
Read it once end-to-end. Then skip to whichever section you need on the day you need it.
The sales funnel has nine stages. Picked owns six of them. You own three: write the role brief, run the on-site, and make the offer.
Stage Owner Typical drop-off ----------------------------------------------------------------- 01 Role brief and rubric You n/a 02 Posting and syndication Picked n/a 03 Triage (intake) Picked ~45% pass 04 AI screen (voice) Picked ~35% pass 05 Discovery-call simulation Picked ~25% pass 06 Behavioural interview Picked ~20% pass 07 Structured references Picked + You ~85% clear 08 Three finalists arrive Picked → You 3 vetted 09 On-site half-day + offer You 1 of 3 typical
For a typical mid-market AE role you should expect 320 applicants to produce 3 vetted finalists, of whom 1 receives an offer. Sales roles attract more applicants than engineering roles (the supply side is larger and more mobile), and the screen drop-off is slightly higher because triage filters out candidates whose OTE expectations are above the posted band before they reach the AI screen.
The three stages you own (01, 09 with embedded reference checks in 07) are where your judgement matters. Picked runs the rest. Notice that references sit in stage 07: Picked initiates the reference request and structures the conversation; you read the structured reference report and confirm. The full mechanics are in section 08.
The sales role brief carries the same weight as the engineering role brief, but a different shape. Sales candidates filter brutally on the first two paragraphs of a job description. A vague brief means the strong candidates self-select out before the AI screen.
The brief is editable after posting, same as the engineering playbook. Every edit invalidates a small percentage of candidates already in the pipeline, so finalise the OTE structure and territory shape before publishing.
The default sales rubric scores on five competencies, weighted as below. Sales rubrics drift faster than engineering rubrics because the dimensions that matter shift with the motion (inbound, outbound, partner) and the segment (SMB, mid-market, enterprise). Tune the weights for your specific role before you post.
Three places where the default is almost always wrong for a specific sales role.
One, for an outbound-led BDR or SDR role, raise Resilience to 35% and lower Discovery to 15%. The constraint at the top of the funnel is volume and momentum, not discovery depth.
Two, for an enterprise AE or strategic-accounts role, raise Discovery to 35% and lower Closing instinct to 15%. The constraint at enterprise is finding the real buyer and the real budget, not closing the call. Closes happen in person, after the discovery is right.
Three, for a sales-leader role (head of sales, VP), replace Closing instinct with a sixth competency called Coaching: how the candidate develops AEs under them, how they ran enablement at their last role, how they handle a missed quarter. Weight Coaching at 25%, lower the other four proportionally, and drop Curiosity to 5%.
Sales is the channel-richest funnel on the open market. Picked syndicates to the major sales-specific channels by default; your job is to confirm the channel mix and add the two or three places only you know about.
Picked posts on your behalf and mirrors the listing to your own careers page. RepVue and Bravado in particular bring stronger sales candidates than LinkedIn for mid-market and enterprise roles; the syndication is on by default.
Three sourcing moves that only the hiring manager can make. Do these on the day you post the role.
The AI screen and the discovery-call simulation run back-to-back, with no involvement from you. This section explains what runs, what it scores, and what the candidate experiences.
A 12 to 15 minute voice conversation between the candidate and Picked. Sales-aware, motion-aware, scored against the rubric in flight. Same infra as engineering (LiveKit voice, Whisper transcription, Anthropic Claude reasoning), different question bank.
The screen asks: what does your current pipeline look like, what was your attainment last year, what was the last deal you closed-won and the last deal you closed-lost, who did you sell to and what did the buyer care about, why are you looking. The questions adapt: a candidate who quotes a quota number gets a probe on the math (deal size, deal count, quarter splits); a candidate who answers shallowly on the closed-lost question gets a probe on the diagnosis.
About 35% of triaged applicants pass the AI screen. The rest get a structured response with the competency that scored below bar and an offer to retake in 90 days. No silent rejections.
A 25 to 35 minute live simulation. Picked plays a buyer-side persona calibrated to your ICP and motion; the candidate runs a discovery call. The buyer persona is consistent across all candidates for the same role so scores are comparable.
The candidate sees: a one-paragraph context brief 24 hours before the simulation (the company name, the title of the buyer persona, the use case under consideration, the size of the account), and that is all. They do not see the buyer's likely objections, the disqualifying signals planted in the scenario, or the scoring rubric.
Scored on: discovery depth (did they uncover pain, urgency, decision process, budget, competition), listening ratio (did they talk less than 40% of the time), closing instinct (did they ask for the next meeting and propose a specific value), and resilience (did they recover after the planted objection at minute 18). Transcript and score sheet ship to the candidate within 24 hours; full transcript ships with the finalist card.
About 25% of candidates who pass the AI screen pass the discovery simulation. The 4/5ths fairness check runs on every batch, per protected group, per role family.
Apply, get a calendar invite within an hour, run the screen at the chosen slot, schedule the discovery simulation within 48 hours, complete it, get a result within 24 hours. Same operating principle as engineering: never wonder what is happening, never wait more than 48 hours for a signal.
The behavioural interview is the third gate. A 20 to 25 minute live voice conversation, adaptive, scored against the rubric. Runs after the simulation; only candidates who pass the simulation get to the interview. About 20% of candidates who reach this stage pass.
Five anchor questions, each with adaptive follow-ups. Anchors are the same across every AE interview at the same seniority; follow-ups depend on the candidate's answers and the rubric weights set in section 04.
No role-play in this interview (the role-play was the discovery simulation in section 06). No quiz on sales methodology terms; we are scoring the underlying skill, not the framework vocabulary. Voice-only by default with a video option; no facial recognition; no tone-of-voice scoring.
Sales behavioural signal correlates with on-the-job quota attainment at r=0.51 in our held-out cohorts (n=2,841 sales hires across 87 companies, 2018 to 2025 Neuroworx data), against r=0.18 for unstructured sales interviews. The combination of structured anchors plus adaptive probes is the part that lifts the correlation; either alone is weaker. The discovery simulation in section 06 contributes the orthogonal signal; the two together predict quota attainment better than either alone.
The interview is scored against the rubric in flight. The candidate sees a transcript and a competency-level score sheet within 24 hours, whether or not they advance. The hiring manager sees the same artefacts on the finalist card.
References matter more in sales than in any other function. Quota attainment is a verifiable claim; the strongest sales hires have references who will verify it without hedging. Picked initiates the reference check at stage 07 (before the finalists arrive in your inbox), structures the conversation, and packages the result into the finalist card.
Three references for an IC AE role; four for a sales-leader role. Picked emails the candidate to authorise the request, then emails the references with a structured 15-minute call scheduling link. The call is voice, recorded with consent, transcribed, and scored against four anchor questions.
The last question is the high-signal one. References hedge less when the question is framed as off-the-record advice to a peer than when framed as a formal reference. About 1 in 5 references says something on this question that materially changes the hire decision.
A single-page structured reference report ships with the finalist card. Each reference is one row: the relationship, the quota attainment confirmed, the ranking-in-portfolio answer, the environment-fit notes, and the off-the-record summary. You read the row, you read the next, you read the third. Three rows for an IC AE, five minutes of reading.
When a reference declines or the candidate provides a "back-channel" reference instead, that is itself a signal. About 8% of finalists drop here. The drop reason is recorded so we can refine the question bank.
Three vetted finalists arrive in your inbox on Friday morning. Each is a single-page finalist card with five blocks: the headline, the competency breakdown, the discovery-simulation summary, the structured-reference report, and the next-step buttons. Reading three cards takes about 15 minutes; longer than engineering because the reference report is the part that demands attention.
Headlines first. Then competency breakdown for rank-1. Then discovery-simulation summary for rank-1 (read in full; this is the closest thing you have to watching them sell). Then structured-reference report for rank-1. Decide on rank-1.
Only then read rank-2 in any depth. About 25% of the time the rank-2 candidate is the right hire because the reference report flags a fit reason the score did not capture (region match, vertical match, motion match). When the reference report flags such a reason, override.
Then make the call. Advance one finalist to the on-site half-day. Park the other two with a structured response that ships back to them within 24 hours, including the competency where they were below bar and the date they can re-enter the funnel.
The on-site half-day is your final read on the candidate. Sales on-sites are different from engineering on-sites; the structure below is what works for an AE or sales-leader hire. Adapt for SDR or BDR by halving the lengths.
Make the call within 48 hours of the on-site. Make the offer within 72 hours of the call. Sales candidates have shorter offer-window patience than engineers; the longer the gap, the higher the chance you lose them to a competing offer they were sitting on.
Three things to put in the offer letter that are easy to miss. One, the OTE structure in one sentence, no jargon, in the first paragraph. Two, the ramp schedule (pro-rated quota for months 1, 2, 3; full quota starting month 4) explicitly, not "to be agreed". Three, a one-paragraph "why we picked you" note from the hiring manager, written by hand. The third moves accept-rates by about 8% in our sales-hire data, more than any base-pay increase below 10%.
About 40% of senior sales offers attract a counter from the current employer (higher than engineering, where it is about 30%). The data is the same shape: candidates who accept a counter leave within 12 months in over 80% of cases anyway. The counter is a retention buy-time, not a recalibration.
The right response is a 24-hour offer to talk it through. Not to match. Not to negotiate. To listen. Most sales counter-offers fail in the second conversation because the candidate names what their current employer is not giving them (better territory, better leader, better ramp), and your offer becomes the cleaner choice.
Sales ramp is well-studied. The hire is productive at 90 days, peak at 6 months for AE roles. The first 90 days are where you find out whether the bet was right; do not under-invest here.
Sales reviews are calendared at 30, 60, and 90 days. Use the same five competencies from the rubric. The 30-day review focuses on Discovery and Coachability (the two competencies that show up first in the ramp). The 60-day review adds Closing instinct (the first real opportunities are now in their pipeline). The 90-day review covers all five and includes the first real attainment number against the pro-rated quota.
About 88% of sales hires score within one rubric point of their pre-hire scores at day 90. About 9% score above (these are the over-quota performers in months six through twelve). About 3% score below; this is the early warning. A sales hire who is below bar at day 90 with no plausible recovery path will still be below bar at day 180 and the territory has now had six months of dormant pipeline. Address it now, in the 90-day review, openly.
The whole playbook in one page. Print this section; pin it; come back to it every time you open a sales role.
The people building Picked. Method posts, model cards, fairness audits, product opinions. Edited and signed off by the engineering and research leads.