The Operations Diligence Atlas

Across 4,759 PE-backed companies, 87.3% sit below the threshold that drives exit-multiple expansion.

The first open framework for measuring operational maturity in the lower middle market. 22 operating archetypes, 12 automation functions, four maturity tiers — calibrated against 4,838 coded companies.

Companies coded

4,838

Lower middle market, PE-backed, US-focused. Proprietarily sourced.

Friction observations

4,328

Real operating frictions named verbatim across the cohort.

Exit-Grade companies

Of 4,838. Named on this page below.

The framework

What this Atlas is.

Every PE-backed lower-middle-market company has an operating model that decomposes into twelve automation functions. Each function scores 0-5. The composite places the company on a four-tier maturity ladder.

22 Archetypes

Operating-model categories.

Every LMM PE-backed business compresses into one of 22 operating models. A vertical SaaS company at $25M ARR and a 30-location dental support organization run nothing alike. The taxonomy explains why.

12 Functions

The 0-5 score.

Every business has the same twelve functions: lead generation, sales qualification, onboarding, fulfillment, account management, customer support, billing, collections, reporting, compliance, hiring, training. The composite is the Automation Index.

4 Maturity Tiers

Where the Index lands.

Foundational below 1.25 (manual by default). Developing 1.25-2.45 (tooled but not orchestrated). Optimized 2.45-3.75 (system-driven). Exit-Grade 3.75+ (AI-native).

Exit-Grade portraits

Only five companies reach Exit-Grade.

Of 4,838 coded companies, five reach Exit-Grade (composite at or above 3.75). All five are software businesses. None operates in services, manufacturing, distribution, or retail. The structural reading: in May 2026, Exit-Grade is a SaaS-only category.

A12 Vertical SaaS

4.00

Anrok

Sales tax compliance automation for SaaS and digital businesses. Sequoia, Index, Spark.

A13 Horizontal SaaS

4.00

HeyGen

AI avatar video platform at $100M ARR. Benchmark, BOND, Thrive, Avra.

A13 Horizontal SaaS

3.75

AssemblyAI

Speech-to-text and voice AI infrastructure. Accel, Insight, Y Combinator.

A13 Horizontal SaaS

3.75

Mintlify

Developer documentation platform at $10M ARR. a16z, Bain Capital Ventures.

A13 Horizontal SaaS

3.75

HG Insights

B2B GTM data platform pivoting to AI-driven RGI. Riverwood, Bain Capital Credit.

The Atlas

22 archetypes, ranked by maturity.

Click any row for the archetype's full atlas page — cohort size, function-level scoring, top frictions, named PE-backed companies, automation surfaces.

A13

Horizontal B2B SaaS at $1-50M ARR· Horizontal SaaS

2.70

A12

Vertical B2B SaaS at $1-50M ARR· Vertical SaaS

2.64

A14

Tech-enabled services / human-in-loop SaaS· Tech-enabled Services

2.30

A16

Marketplace / two-sided platform· Marketplace

2.19

A19

Insurance brokerage / RIA / specialty finance· Insurance / RIA

1.94

Contract manufacturing / OEM supplier· Contract Manufacturing

1.92

A15

E-commerce / DTC consumer brands· DTC E-commerce

1.87

Light discrete manufacturing· Discrete Manufacturing

1.83

A22

Branded CPG / specialty food / ingredients· Branded CPG

1.81

Multi-location services (DSO, vet, MedSpa, urgent care, fitness)· Multi-Location Services

1.78

Light process manufacturing / formulation· Process Manufacturing

1.73

Recurring B2B services / managed services / MSP· MSP

1.68

A10

Distribution (value-added or pure wholesale)· Distribution

1.59

A17

Specialty retail / multi-unit consumer· Specialty Retail

1.52

Residential services (HVAC, plumbing, electrical, pest, lawn)· Residential Services

1.52

A18

Asset-heavy services (equipment rental, logistics, last-mile)· Asset-heavy Services

1.46

Transactional B2B services / project-based professional services· B2B Project Services

1.45

Recurring B2C services / residential subscription· B2C Subscription

1.38

A23

Education / training services· Education / Training

1.35

A20

Government services / GovCon / GovTech· Government Services

1.28

A21

Environmental / waste / facilities services· Environmental / Waste

1.24

Transactional B2C services / single-purchase consumer· B2C Transactional

1.18

Exit-Grade · 3.75+ Optimized · 2.45-3.75 Developing · 1.25-2.45 Foundational · below 1.25

Three ways in

Pick your starting point.

Five-minute diagnostic

Score your operating maturity against the cohort.

Pick your archetype, answer twelve questions, get a composite Automation Index compared to the 4,838-company benchmark. Personalized one-page report.

Start the diagnostic →

52 pages · Free download

The full Atlas, downloadable.

The cohort, the 22-archetype atlas with named PE-backed companies, the 12 levers with real arithmetic, the diligence question protocol, the 100-day playbook.

Download the Atlas →

2 pages · Free download

Executive brief.

The thesis, the headline finding, the largest unpriced lever, three findings for the operating-partner desk. Read on a plane.

Download the brief →

Free 30-minute walkthrough

Bring a portfolio company. We score it against the framework live, surface the three highest-leverage automation surfaces in its archetype, and walk through the 100-day plan.

Direct: logan@areonlabs.com · Logan Silver, founder, Areon Labs LLC