How to Write a Performance Review for an Account Executive

Sales reviews look like the easy ones. You open the CRM, you look at quota attainment, you draft a review around that number. If the number is high, the review is positive. If it’s low, the review is negative. Easy.

The reason that approach falls apart, and the reason most AE reviews I’ve seen feel weak in retrospect, is that the number itself is rarely the most informative signal about the rep’s actual performance. Two reps can hit 115% of quota in the same quarter and one of them is set up for the next two years while the other has just spent down a pipeline that won’t refill. The review has to capture that difference or it’s not doing its job.

This is a guide to writing AE reviews that hold up to that scrutiny. It’s manager-facing, written from the perspective of someone who’s done sales-team reviews and watched plenty of weak ones go out the door.

Why AE reviews are different from most other reviews

Three things distinguish sales reviews. First, there’s a headline number that looks like an answer but is actually a question. Quota attainment is real signal, but it’s only the start of the conversation, not the end of it.

Second, the territory matters as much as the rep. A 110% quarter on a soft territory is a different story from a 95% quarter on a hard one, and a review that doesn’t name the territory context will be calibrated against on that basis by someone in the room.

Third, AEs read calibration faster than almost any other role. Sales orgs talk. If two reps in the same segment get reviews of very different quality, the more thinly-reviewed rep notices within a week, and trust in the cycle (yours, the manager above you, the comp plan) erodes faster than you can rebuild it. Generic praise is generic praise, and salespeople detect it instantly.

Start with the number, then unpack it

The number is the first thing you write down. Don’t skip it. But spend 80% of your evidence-collection time on the next layer: how was the number made? Three sub-questions get at this.

What was the composition? Pull the closed-won report for the period. How many deals, what was the average deal size, what was the distribution? Six deals of $50k each is a different signal than one deal of $250k and three deals of $20k. The first is repeatable; the second is partly luck on a big one.

What was the segment mix?Were the wins mostly in the rep’s ICP, or did they drift to easier-to-close non-ICP segments to hit the number? An AE who closed 110% by moving down-market when they were supposed to be working mid-market has a different review than one who hit 100% in the intended segment.

What was the cycle quality?Did they close on a normal cycle or were they end-of-quarter scramblers? An AE whose forecast accuracy was within 5% all quarter is operating at a level above one who shifted $200k from “Best Case” to “Closed Won” in the last week of Q3.

The four-section framework

Once you have evidence on the number, sort everything into four buckets. These map cleanly to a four-section written review and they cover what calibration committees actually care about.

1. Result

Quota attainment, deal count, average deal size, win rate. The raw numbers. This is the section that’s easy to write because the data is in the CRM. Lead with the headline figure, then include one or two composition details that contextualise it. A line like “Closed 112% of quota across 14 deals with average deal size up 18% half-over-half” says more than a paragraph of adjectives.

2. Method

This is where you separate the lucky quarter from the replicable one. Look at pipeline coverage during the period (typical strong AEs run at 3x to 4x coverage going into a quarter), forecast accuracy by week, discovery-to-close cycle time, and the qualification framework if your team uses one (MEDDIC, BANT, similar). The rep who consistently nails the forecast and has clean qualification notes in every deal is more valuable than the rep who’s usually right about the outcome but can’t tell you why.

3. Behaviour

How they showed up beyond their own deals. Did they take call coaching seriously? Did they share intel from competitive situations with the rest of the team? Did they mentor SDRs through their first qualified meetings? Did they multi-thread on enterprise deals or were they single-threaded on the champion? These are the things that don’t show up on the leaderboard but separate the senior AEs from the strong mid- level ones.

4. Growth

Where are they relative to six months ago and where do they need to be in the next six? An AE who started the period struggling with executive engagement and now leads CFO conversations confidently has made the kind of progression that should be named explicitly. Conversely, an AE who’s been on the team three years and is still operating exactly the way they did in year one is a signal worth surfacing even when their number is fine.

Common traps to avoid

The lucky big deal trap

One $400k whale closing in week 11 of the quarter does not make a half. If the rest of the period was a slow build, name both: the strong close and the underlying activity that won’t produce another one of those without intervention. Sales orgs have institutional memory for this. Reps know when their peer’s 130% quarter was 110% from one logo, and a review that calls 130% “outstanding performance” without naming the composition reads as sycophantic.

The pipeline-sandbag trap

The opposite failure mode. A rep hits 105% with a clean forecast and disciplined pipeline coverage, and you write the review around the technically-acceptable number. But the rep was capable of 130% on this territory and you didn’t push. The review should reflect what was possible, not just what was delivered. “Performed at level” on underperformance of capability is the kind of feedback that’s easy to write and costs you a year of motivation from your better reps.

The territory excuse trap

Territory matters and you should account for it. But every AE I’ve managed has a story about why their territory is harder than the next person’s, and the story is sometimes right and sometimes not. The fix is to look at leading indicators that aren’t territory-dependent: activity quality, call coaching scores, qualification notes, peer-reported collaboration. If those are strong, give the rep the benefit of the doubt on the number. If those are weak too, the territory isn’t the only thing.

The “strong closer” trap

“Strong closer” is the AE-review equivalent of “great team player.” It evidences nothing and could be moved verbatim into anyone’s review. If the rep is a strong closer, name the specific deal where their close work made the difference, or the negotiation tactic they ran that unblocked a stalled opportunity. Specifics beat adjectives every time.

The 60-minute drafting flow

AE reviews are faster to draft than most others because the evidence lives in your CRM, not in scattered artefacts. If you’ve got a clean Salesforce or HubSpot instance you can collect most of what you need in 20 minutes.

Minutes 0–20. CRM pull. Closed-won report for the period, with composition fields (segment, deal size, lead source). Pipeline-coverage history across the period. Forecast accuracy by week. Activity volume (calls, emails, meetings) if your stack tracks it cleanly.

Minutes 20–40. Qualitative evidence. Pull 4–6 call recordings from Gong (or your equivalent), ideally spanning early-stage discovery to late-stage negotiation. Skim deal-review notes from the period. Pull win/loss notes for two big deals (one win, one loss). Look at their qualification documentation on three or four open opportunities.

Minutes 40–60. Draft.Write the four sections (result, method, behaviour, growth) in five or six sentences each, leading each section with the strongest evidence. Then cut anything generic. If you used “strong closer” or “consistent performer” or “goes above and beyond,” replace it with the specific behaviour you observed.

What to do when you’re stuck

Three sticking points come up often.

“They missed quota but I don’t want to write a negative review.”The review of a missed quarter doesn’t have to be negative; it has to be accurate. Name the miss, name the contributing factors (territory, ramp, deal slippage), name the leading indicators of the next period (pipeline build, qualification quality), and name what the rep is doing about it. A rep who missed 80% on a tough territory but built strong Q4 pipeline through focused prospecting has a better forward-looking review than a rep who hit 100% by depleting their pipe.

“Two reps hit 110% in the same segment and one is clearly better.”Calibration time. Write the delta into the review: not by trashing the weaker rep, but by being more specific about what the stronger one did. Multi- threading, average deal size, pipeline discipline, mentorship contribution. The headline number being identical doesn’t mean the work was identical, and your written review is where that gets recorded for the promotion conversation in twelve months.

“Their pipeline is a mess and I don’t know how to say it.”Name the specific pattern. “Forecast variance has been over 20% in five of the last six weeks” is a sentence. “Pipeline coverage going into Q3 is 1.8x against a 3x target” is a sentence. Stay in the data. Then name the specific behaviour change: more time on discovery before advancing deals, weekly forecast cleanups, regular qualification reviews with you.

Don’t let the drafting itself be the bottleneck

Most of the work above is the thinking: pulling the right data, reading the qualitative evidence, separating result from method. The actual typing-it-up part is maybe 20 minutes per rep if you’ve done the prep. If you want to skip that 20 minutes per rep across a team of eight, this is exactly what Crestento is built for. The account executive system prompt is calibrated to sales language, the four sections map onto the structured input, and the AI won’t fabricate a deal name or a number you didn’t give it.

For the rest of the cluster on writing and receiving AE reviews:

• Performance review examples for account executives covers five worked examples across different scenarios (over-quota, under-quota, ramping, coasting on a big deal, pipeline-discipline gap).
• Account executive self-evaluation examples is the AE-side version: what to write in your own self-eval so the calibration conversation goes well.
• Performance review tips for account executives collects the tactical bits for managers and reps.