Screen Account Executive CVs with AI - Faster, Smarter, Fairer
Klearskill's AI extracts quota attainment evidence (not just targets), deal size patterns, average sales cycle length, win rates, industry vertical overlap, and CRM proficiency. Instantly flag candidates whose deal experience matches your go-to-market reality versus those who will struggle with your buying cycles.
Every Account Executive CV, scored and explained
Klearskill turns a pile of look-alike applications into a ranked shortlist with a transparent score and reasoning for each candidate - so you know exactly why someone made the cut.
Candidate scorecard
Account Executive
Cut account executive screening time by 92% while identifying closers with consistent quota attainment, proven deal sizing, and industry-specific expertise.
Hire your next Account Executive in three steps
Collect applications
Share one application link or sync your ATS. Every CV lands in Klearskill and screening starts instantly.
AI scores each CV
Candidates are scored against your requirements with clear, explainable insights - not a black box.
Shortlist in minutes
Review a ranked shortlist with the strongest matches surfaced first, then move them straight to interview.
Manual screening vs Klearskill
- Hours lost reading near-identical CVs line by line
- Strong candidates buried at the bottom of the pile
- Inconsistent judgement between reviewers
- Best applicants accept other offers before you reply
- Every CV scored against your criteria in seconds
- Strongest matches ranked and surfaced first
- Consistent, explainable scoring on every applicant
- Shortlist ready in minutes so you reach out first
What a strong Account Executive CV must show
Quota attainment evidence with numbers
Candidates state '145% of annual quota for 3 consecutive years' or '£2.1m closed ARR against £2m target'. Vague language ('consistently hit quota') without percentages or figures indicates lack of accountability or embellishment risk. Klearskill check: Extracts quota and attainment percentages. Cross-references against role level and company size for context.
Deal size and cycle fit
Average contract value (ACV), deal velocity (days to close), and whether deals are land (new customer) or expand (existing account). A candidate closing £50k deals in 30 days struggles if you sell £250k products in 6-month cycles. Klearskill check: Identifies contract value language ('£100k ACV', 'quarter-long cycles'), number of deals closed per year, and customer acquisition versus expansion focus.
Industry experience and vertical alignment
Deep experience in your target industry (SaaS, healthcare, financial services, manufacturing). 5+ years in your vertical beats 1 year, because they understand buyer pain points, compliance, and procurement processes. Klearskill check: Matches industry keywords, company sectors, and tenure length in each role against your target market.
Self-sourcing versus handed leads
Candidates who mention 'built pipeline from scratch', 'owned lead generation', or 'prospected 30 new companies weekly' self-source. Those who rely entirely on marketing or SDR-sourced leads struggle in self-sourcing environments. Klearskill check: Detects language: 'sourced own pipeline', 'generated X outbound meetings', 'prospecting', versus passive receipt of leads.
CRM and sales tool proficiency
Specific mentions of Salesforce, HubSpot, Pipedrive, or outbound tools (Outreach, Salesloft). 'Proficient in CRM' is hollow; 'managed 40+ opportunities in Salesforce with 35% advancement rate' is credible. Klearskill check: Identifies named CRM systems and descriptions of active usage (forecasting, pipeline management, reporting).
Signals that set candidates apart
Win rate and competitive intelligence
Candidates cite win rates (e.g., 'closed 45% of qualified opportunities') or ability to compete against specific competitors. Win rates above 30% signal closing ability.
Upsell and expansion track record
Evidence of account growth through upselling or cross-selling. Candidates who grew existing accounts by 50% or expanded products within existing customer base show business acumen beyond new logo closing.
Multi-stakeholder deal management
Experience navigating complex buying committees, procurement, or legal negotiations. Candidates who mention 'managed stakeholder alignment' or 'worked with C-suite buyers' show enterprise deal maturity.
What Klearskill flags to watch for
Quota claims without context or consistency
Candidate lists quota target but no attainment percentage, or shows dramatic performance swings year to year (120% then 80% then 140%). Suggests inflated claims or turbulent tenure.
No mention of deal size, cycle length, or closing rate
CV reads like activity report: 'made 500 calls, attended 100 demos, scheduled 50 meetings' with no mention of closed deals, ARR, or close rate. Suggests SDR-level activity, not AE closing ability.
Frequent job changes without clear progression
More than 3 sales role changes in 4 years without upward moves suggests instability, inability to ramp into quota, or cultural misalignment.
Zero mention of prospecting or pipeline generation
Candidate never mentions 'prospected', 'sourced leads', or 'built pipeline'. If you have a weak SDR team, this signals dependence on inbound, not self-sufficiency.
Mismatch between customer size and deal value
CV claims £5m quota selling £10k SaaS contracts. Maths says 500+ logos per year, which is unrealistic for high-touch enterprise selling.
No evidence of enterprise buyer navigation
CV shows only SMB or mid-market experience but you're hiring for enterprise. Candidate struggles with long cycles, procurement, and multi-stakeholder dynamics.
Built to screen Account Executives at scale
Role-specific scoring
Set the exact skills, seniority and qualifications that matter, and every applicant is judged against your bar.
Explainable results
See the reasoning behind every score, so you can trust the ranking and defend your shortlist with confidence.
Instant throughput
Score thousands of CVs as they arrive - no backlog, no recruiter bottleneck, no qualified candidate missed.
Bias-aware screening
Consistent, criteria-based evaluation helps you focus on evidence and reduce unconscious bias in the first cut.
Klearskill turned a week of Account Executive CV screening into an afternoon. We interview better candidates, faster, and the whole team trusts the shortlist.
Talent Lead
Scaling hiring team
Account Executive screening questions
How do I spot the difference between an SDR and an AE on the CV?
SDRs focus on activity and qualification: call counts, meetings set, pipeline created. AEs focus on closures: deals won, revenue, win rates, quota attainment. An SDR might say 'booked 150 demos'; an AE says 'closed 30 deals at 35% win rate, £1.8m closed ARR'. Klearskill scans for closure evidence and quota attainment language to identify true sales closers.
How do you evaluate whether someone can handle your specific deal size and sales cycle?
Your deal size and sales cycle (transactional vs. long-form) are critical fit signals. A candidate closing 200 deals a year at £5k ACV in 2-week cycles struggles selling 5 deals a year at £200k ACV in 6-month cycles. Klearskill extracts deal size (contract value, ARR), customer count, and cycle length clues to flag misalignment before hiring.
Can you screen for self-sourcing ability if we have weak lead generation?
Yes. Candidates who mention 'prospected 30 net new companies per week', 'generated own pipeline', or 'used Outreach to drive outbound' demonstrate self-sourcing muscle. Those whose CVs show only marketing-qualified leads or SDR hand-offs may lack prospecting discipline. Klearskill flags this distinction in the sourcing language.
What red flags should I watch for in quota claims?
Red flags include unsubstantiated quota targets (no attainment %), dramatic swings (140% one year, 70% the next), or contextual absurdity (claims £3m quota but CV shows only 6 deals total). Klearskill cross-references quota claims against deal size, customer count, and tenure to flag embellishment or fit risk.
Stop manually screening account executives.
Let Klearskill's AI identify closers with proven quota attainment, deal sizing expertise, and industry fit in minutes, not hours.