Live · Bench Open Issue 218 · 2026-04-30 · 15:42 UTC Coverage: 144 public SaaS · 28 private rounds tracked research@yourbusiness.com
SNOWNDR128%+2.1pp| DDOGRoF53.4+4.8| MDBEV/NTM9.4x−0.6| CRWDARR YoY28%+1.4| NETMagic0.94flat| ZSFCF Mgn26.1%+3.2| HUBSNDR104%−1.2pp| PANWRoF42.0+0.6| SNOWNDR128%+2.1pp| DDOGRoF53.4+4.8| MDBEV/NTM9.4x−0.6| CRWDARR YoY28%+1.4| NETMagic0.94flat| ZSFCF Mgn26.1%+3.2| HUBSNDR104%−1.2pp| PANWRoF42.0+0.6
Research Archive · 238 items

The full research archive, searchable from the bench.

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Filter: All 238 Free 3 Subscriber 235 Last 30 days Topic: DevTools Data Infra SecOps Vertical Private Rounds Sort: Date ↓ Most cited
RPT-2182026-04-30
● Open

The Rule of 40 broke this quarter, and three names didn't tell you.

Median Rule of 40 rose 360 bps to 38.4 — the largest single-quarter expansion in five years. The median masks a real bifurcation between AI-native infra and legacy app SaaS.

Rule of 40AI InfraApp SaaS
By Priya Iyer22 min
RPT-2172026-04-23

Magic Number, after the AI-credit accounting normalises.

Net new ARR in Q1 carried a meaningful contribution from prepaid AI consumption credits. We strip those out of nine bench names and recompute the magic number on a normalised basis.

Magic NumberAI Credits
🔒 Subscribers · $89/mo
By Marcus Chen34 min
RPT-2162026-04-16

EV/NTM compression in vertical SaaS, by sub-vertical.

Vertical multiples compressed 80 bps faster than horizontal SaaS. We disaggregate by sub-vertical (legal, healthcare, construction, accounting) and find the compression is concentrated in two of those four.

EV/NTMVertical SaaS
🔒 Subscribers · $89/mo
By Devon Park41 min
RPT-2152026-04-09
● Open

Net dollar retention, normalised for downsell rights.

Several enterprise SaaS names report NDR on a "gross expansion / no downsell" basis, which materially overstates the comparable figure. We rebuild seven names on the SaaSO standard.

NDRMethodology
By Sasha Lin18 min
RPT-2142026-04-02

The DevTools cohort, post-IPO and post-multiple-compression.

A focused walk through the seven public DevTools names that listed since 2020. Where each sits on Rule of 40, NDR, and current vs. IPO multiple, with one private comp screened in.

DevToolsIPO Cohort
🔒 Subscribers · $89/mo
By Marcus Chen29 min
RPT-2132026-03-26

Five private SaaS rounds priced this quarter, and what they signal.

We track 28 private rounds against the bench. Five priced rounds in Q1 imply a tightening of the public-to-private discount band. Round-by-round screen with our triangulated ARR.

Private RoundsPricing
🔒 Subscribers · $89/mo
By Devon Park26 min
RPT-2122026-03-19
● Open

Why we are dropping two names from the cohort this quarter.

Coverage decisions are public. We explain the two names dropped from the bench this quarter (one acquisition, one persistent reporting opacity) and add four to coverage.

CoverageErrata
By Priya Iyer14 min
RPT-2112026-03-12

The SecOps consolidation thesis, two years in.

We laid out a SecOps consolidation thesis in 2024. We update the screen against current multiples and named M&A activity, with revised price targets for the four largest names.

SecOpsM&A
🔒 Subscribers · $89/mo
By Sasha Lin32 min
RPT-2102026-03-05

Gross retention vs. net retention: where the gap closes.

For the cohort with NDR ≥ 115%, we find gross retention has tightened to within 4 pp of net for the first time in three years. Implications for stickiness, churn, and the "share of wallet" thesis.

GRRNDRCohort
🔒 Subscribers · $89/mo
By Marcus Chen24 min
RPT-2092026-02-26

Sales-efficiency divergence: top-quartile vs. bottom-quartile.

Top-quartile magic number (≥1.0) has held flat. Bottom-quartile (≤0.5) compressed another 8 bps. The divergence is widening, and we attribute it to specific go-to-market choices.

Magic NumberGTM
🔒 Subscribers · $89/mo
By Devon Park27 min
RPT-2082026-02-19

Vertical SaaS: TAM realism in 2026.

Six vertical SaaS names report TAM in a way that does not match our triangulated estimate. We provide our methodology for re-deriving vertical TAM, and apply it across the cohort.

Vertical SaaSTAM
🔒 Subscribers · $89/mo
By Sasha Lin33 min
RPT-2072026-02-12

The data-infra trade is no longer a trade.

Data infrastructure SaaS multiples have converged with horizontal app SaaS for the first time since 2020. We unpack which names benefit and which lose if the convergence holds.

Data InfraMultiples
🔒 Subscribers · $89/mo
By Priya Iyer30 min
RPT-2062026-02-05

The Q4 earnings season scorecard.

Q4 earnings landed mixed. We grade every covered name on five axes (NDR, ARR, RoF, Magic, FCF) and rank the cohort. Eight beats, eleven misses, the rest in line.

EarningsScorecard
🔒 Subscribers · $89/mo
By Marcus Chen52 min
RPT-2052026-01-29

Identity SaaS: the OKTA case, restated.

We restate the OKTA financials on a "no breach-recovery one-off" basis and revisit our 2025 thesis. The path back to a healthy magic number is narrower than the consensus suggests.

IdentityOKTA
🔒 Subscribers · $89/mo
By Devon Park38 min
RPT-2042026-01-22

The "Series-D Bench" — 28 private SaaS rounds we track.

We publish the private bench: 28 names from across the late-stage SaaS landscape, with our triangulated ARR, last-round price, and implied EV/Revenue. Cross-referenced against public comps.

PrivateSeries D
🔒 Subscribers · $89/mo
By Sasha Lin44 min
RPT-2032026-01-15

2026 outlook: five bench-level calls.

The new-year outlook. Five calls at the bench level (median multiple, median NDR direction, median FCF margin band, magic-number distribution, and the consolidation count).

Outlook2026
🔒 Subscribers · $89/mo
By Priya Iyer47 min