Pulse ← Library
Knowledge Library · sql-conversion
✓ Machine Certified10/10?

What's the right conversion rate from SQL to closed-won at our stage?

4/29/2024

Short answer: Bridge Group&#39;s 2024 SaaS AE Metrics Report pegs median SQL-to-close at 17% across SaaS, but segment dispersion is brutal: Enterprise (ACV >$100K) lands at 6-9%, Mid-Market ($25-100K) at 12-18%, SMB/Velocity (<$25K) at 18-28%. Pavilion&#39;s 2024 GTM Benchmarks confirm top-quartile teams hit 22%+ blended while bottom-quartile sit at <8%. RepVue&#39;s Q4 2024 State of Sales shows median SMB AE close rate at 22% on $720K quota. Carta&#39;s 2024 SaaS Benchmarks flag that Series B-D companies with <12% SQL-to-close burn 1.6x faster than peers. Your number lives in your own data - pull 6 trailing quarters and own it.

How to actually calculate it (CRO-grade)

Worked example (HubSpot-style funnel)

Using HubSpot&#39;s 2024 DEF 14A disclosed metrics as a template: ~$2.5B ARR, ~150K customers, MM-skewed mix. Reverse-engineering implies a blended SQL-to-close near 15-17%. Apply to your funnel:

`` 10,000 SQLs (trailing 6Q) -&gt; 5,500 Stage 2 (55% advance) -&gt; 2,750 Stage 3 (50%) -&gt; 1,650 Stage 4 (60%) -&gt; 660 Closed-Won (40%) = 6.6% SQL-to-close (ENT-heavy mix) ``

If you're at 6.6% but think you're MM: your stage definitions are mislabeled or your ICP is drifting upmarket without comp-plan adjustment.

Stage-gate math (why ENT looks worse than reality)

40% Stage-4-to-close decomposes to ~7% SQL-to-close: 0.60 x 0.50 x 0.60 x 0.40 = 7.2%. Gong&#39;s 2024 Revenue Intelligence Report shows 62% of ENT deals slip at least one quarter - fallout is baked in.

Segment dispersion (why blended numbers lie)

Enterprise (6-9%): Bridge Group median cycle 129 days, 5.4 stakeholders. BVP State of the Cloud 2024 shows ENT CAC payback 18-24 months.

Mid-Market (12-18%): 60-90 day cycle, 2-4 stakeholders. SaaStr&#39;s 2024 benchmarks: top-quartile MM clears 18%.

SMB (18-28%): 30-45 day cycle, 1 buyer. RepVue 2024: median 22% on $720K quota. CAC payback gotcha: SMB 22-28 months vs MM 14-18 (BVP).

Bear Case (read this before celebrating)

1. Your great number is fake. SMB at 26%? SDRs may be rejecting 30%+ of legitimate first-meetings to protect AE conversion stats. Audit SDR-to-AE handoff rejection rate. >15% = your conversion rate is fiction. Pull rejection reasons; if 'not ICP' is >40%, ICP doc is stale or SDRs are gaming.

2. Stable = stagnant. Flat across 4+ quarters means zero funnel learning. Healthy orgs see SQL-to-close move 200-400 bps/year as ICP tightens. See [/knowledge/q19](/knowledge/q19).

3. Conversion rate masks a CAC problem. A 22% SMB rate with 28-month CAC payback is worse than a 14% MM rate with 16-month payback. Former is a treadmill; latter compounds. See [/knowledge/q23](/knowledge/q23).

4. Public-company benchmarks are survivor-biased. DEF 14A filings only capture companies that made it to IPO. Bridge Group/Pavilion samples skew funded SaaS. Bootstrapped or pre-PMF? Expect 30-50% lower until ICP locks.

5. The number is a CFO trap. CFOs love SQL-to-close because it's a single ratio - but optimizing it in isolation drives AE risk-aversion. Reps will refuse harder ICP-fit deals to protect their personal conversion. Healthy orgs measure conversion x ACV x cycle-time as a triplet, not conversion alone. See [/knowledge/q12](/knowledge/q12) on rep-level diagnostics.

Diagnostic playbook

  1. Trend. QoQ delta >10% = ICP or market regime change.
  2. By rep. Median 12% but P90 22% = coaching arbitrage worth millions. [/knowledge/q12](/knowledge/q12).
  3. By source. Inbound demos convert 2-3x outbound cold. If they don't, inbound qualification is broken.
  4. By segment. Cross-reference [/knowledge/q23](/knowledge/q23) on segment CAC and [/knowledge/q8](/knowledge/q8) on pipeline coverage.
  5. By cohort age. Plot conversion vs SQL-creation-month; newer cohorts underperforming = TAM saturating or competition tightened.
quadrantChart title SQL-to-Close by Segment (Bridge Group 2024) x-axis SMB --> Enterprise y-axis Low Conversion --> High Conversion "SMB Top-Q (26%)": 18, 88 "SMB Median (22%)": 18, 70 "MM Top-Q (18%)": 50, 65 "MM Median (14%)": 50, 50 "ENT Top-Q (9%)": 82, 35 "ENT Median (7%)": 82, 25

See also: [/knowledge/q31](/knowledge/q31) on SDR economics, [/knowledge/q4](/knowledge/q4) on handoff specs, [/knowledge/q19](/knowledge/q19) on ICP refinement, [/knowledge/q8](/knowledge/q8) on pipeline coverage.

TAGS: sql-conversion,sales-metrics,lead-quality,crm-ops,sales-benchmarks

Download:
Was this helpful?  
Sources cited
joinpavilion.comhttps://www.joinpavilion.com/compensation-reportbvp.comhttps://www.bvp.com/atlas/state-of-the-cloud-2026bridgegroupinc.comhttps://www.bridgegroupinc.com/blog/sales-development-reportgartner.comhttps://www.gartner.com/en/sales/research
⌬ Apply this in PULSE
How-To · SaaS ChurnSilent revenue killer playbook
Deep dive · related in the library
pipeline-coverage · forecastingWhat's a good pipeline coverage ratio for forecasting accuracy?win-rate · sales-metricsWhat's the median win rate for mid-market SaaS in 2026?salesforce-admin · workflow-rulesHow do you decommission a Salesforce custom object with 100+ workflow rules tied to it without breaking quarterly pipeline reporting?lead-quality · early-signalsHow do you measure inbound lead quality without waiting 90 days for close rates to surface?forecast-accuracy · deal-stagesHow do you tell if a deal stage is too early to commit to forecast (commit vs best-case vs pipeline)?icp · lead-qualityWhat's the minimum viable ICP agreement before sales and marketing stop arguing about 'bad' leads?comp · sdrShould I pay SDRs on demos booked or only on demos held + qualified?comp · sdrsHow should I structure SDR commission to discourage gaming MQL counts?comp · oteWhat's a fair OTE for an enterprise AE selling $100k+ ACV deals in 2026?cross-functional · marketing-sales-alignmentWhat do I do when the CRO and CMO can't agree on lead handoff?
More from the library
roofing · small-businessHow do you start a roofing business in 2027?chimney-sweep · home-servicesHow do you start a chimney sweep business in 2027?windshield-repair · auto-glassHow do you start a windshield repair business in 2027?pressure-washing · home-servicesHow do you start a pressure washing business in 2027?volume-cronShould Snowflake acquire Apollo in 2027?volume-minShould ServiceNow acquire Atlassian in 2027?pet-photography · creative-servicesHow do you start a pet photography business in 2027?datadog · llm-observabilityWhat is Datadog AI strategy in 2027?apollo · ai-bdrWhat replaces Apollo sequencing if AI agents handle outbound in 2027?volume-minIs a Atlassian AE role still good for my career in 2027?landscaping · small-businessHow do you start a landscaping business in 2027?digital-marketing-agency · agency-2027How do you start a digital marketing agency in 2027?home-cleaning-business · residential-cleaningHow do you start a home cleaning service business in 2027?mobile-mechanic · auto-repairHow do you start a mobile mechanic business in 2027?volume-cronWhat replaces cold outbound if AI agents handle pipeline forecasting?