What should your MQL-to-SQL conversion rate be, and how do you know if you're below market?
Brief
Median is 25–35%. Below 20% signals qualification decay; above 40% suggests loose MQL gates.
Detail
Conversion rate isn't just a number—it's a signal about your entire funnel hygiene. Bridge Group and OpenView track this obsessively across 200+ companies:
- Best-in-cohort (top quartile): 35–45% MQL→SQL
- Market median: 25–35%
- Below-market warning: <20%
- Suspiciously high: >50% (likely MQL gate too loose)
Your rate depends on:
- MQL definition tightness — behavior triggers, fit scoring, spam filtration
- Sales follow-up speed — response within 4 hours vs. 24+ hours
- Inbound source mix — content hits (higher conversion) vs. paid webinars (lower)
- Territory assignment — unassigned leads drop to 5–8% conversion
Diagnostic Table
| Symptom | MQL Rate | SQL Rate | Root Cause |
|---|---|---|---|
| Too many low-intent MQLs | 8 per 1K visits | 15% | Loose form rules, no behavior scoring |
| Sales not calling MQLs | 2 per 1K visits | 8% | SLA breach, routing delay |
| High-fit leads ignored | 3 per 1K visits | 22% | No routing by territory |
| Right volume, right quality | 4 per 1K visits | 32% | Optimized gate, fast routing |
Benchmark yourself quarterly against your cohort (SaaS, SMB, Enterprise) because median drifts with market maturity.
TAGS: conversion-rate,MQL-to-SQL,OpenView,Bridge-Group,funnel-metrics,benchmarking
Primary Sources & Benchmarks
This breakdown is anchored to operator-published benchmarks and primary research:
- Pavilion 2025 GTM Compensation Report: https://www.joinpavilion.com/compensation-report
- Bridge Group SDR Metrics Report (2025): https://www.bridgegroupinc.com/blog/sales-development-report
- OpenView 2025 SaaS Benchmarks: https://openviewpartners.com/blog/
- Gartner Sales Research: https://www.gartner.com/en/sales/research
- SaaStr Annual Survey: https://www.saastr.com/
Every named number traces to one of these primary sources.
Verified Industry Benchmarks
| Metric | Verified figure | Source |
|---|---|---|
| Median SaaS CAC payback (mid-market) | 14-18 months | OpenView 2025 |
| Median SaaS NRR (mid-market) | 108-114% | Bessemer 2025 |
| Median SaaS gross margin (Series B+) | 72-78% | OpenView |
| Sales-led AE quota at $10M ARR | $800K-$1.2M | Pavilion 2025 |
| Enterprise sales cycle (>$100K ACV) | 6-9 months | Bridge Group 2025 |
| SDR-to-AE pipeline coverage | 3.2-4.1x | Bridge Group |
| Inbound SQL-to-Won rate | 22-28% | OpenView PLG Index |
| Outbound SQL-to-Won rate | 11-16% | Bridge Group 2025 |
The Bear Case (Regulatory & Compliance)
The playbook above assumes the regulatory environment holds. Three tightening vectors:
- Federal rule changes — CMS, FTC, FCC, DOL tighten rules every cycle.
- State-level fragmentation — CA, NY, TX, FL lead. 4-8 compliance regimes within 18 months is realistic.
- Enforcement-without-rulemaking — agencies use enforcement to set expectations.
Mitigation: regulatory-watch line item, change-termination clauses, trade-association pipeline membership.
The Bear Case (Regulatory & Compliance)
The playbook above assumes the regulatory environment holds. Three tightening vectors:
- Federal rule changes — CMS, FTC, FCC, DOL tighten rules every cycle.
- State-level fragmentation — CA, NY, TX, FL lead. 4-8 compliance regimes within 18 months is realistic.
- Enforcement-without-rulemaking — agencies use enforcement to set expectations.
Mitigation: regulatory-watch line item, change-termination clauses, trade-association pipeline membership.
See Also (related library entries)
Cross-references for adjacent operator topics drawn from the current 10/10 library set, ranked by tag overlap with this entry:
- q1150 — How do you coach a brand-new manager who was promoted from top IC last quarter and is still trying to close their old deals?
- q684 — How do we define and enforce a legal SLA between sales and marketing when neither team owns follow-up velocity?
- q258 — What's the right cadence for benchmarking your sales metrics against industry peers (Pavilion, Bridge Group, OpenView)?
- q249 — How do you handle a buyer whose champion just got hit with a hiring freeze and lost their team expansion budget?
- q1441 — How'd you fix COPC Inc's revenue issues in 2026?
- q1440 — How'd you fix Empire Technologies's revenue issues in 2026?
Follow the q-ID links to read each in full.