#Six things the filings say.
All figures from our own reconstruction of SEC Form D filings, 2014–2026. Cohort-level results use
Series A vintages 2014–2019, which have 78+ months of observation.
01
#Only 30% ever graduate.
Of companies that raise an A-scale round, 30.3% ever raise a genuinely
larger follow-on. Under a looser definition it is 39%; under a stricter one, 23%. Crunchbase puts the
2020–21 cohort at 36%; Carta, which sees full cap tables, puts it higher at 40–50%. Our level is
conservative — the timing is what matters here.
02
#The window is months 12–24.
- Nothing happens before month 9. The quarterly hazard peaks at 3.7% in the
- quarter ending month 21 , then decays monotonically. Half of all eventual Series B raisers
have closed by month 24.
03
#The winners did not get slower.
- Contrary to the standard narrative, median time-to-B among companies who make it within
- three years has barely moved: 18.5 → 18.3 → 17.2 months across the 2014-17, 2018-20 and
2021-23 eras. What collapsed is how many make it, not how long it takes those who do.
06
#A bridge is a lifeline, not a tombstone.
- Among companies still B-less at month 24, those who had taken a smaller interim round
- went on to raise a real B 25.8% of the time versus 15.8% for those who
had not — a 1.6× lift. Either way, the eventual round lands around month 40, deep in the tail.
So what
The urgency is real, but it is not where founders feel it. The pressure point is not month 24 when cash
runs low — it is month 9 to 12, when the metrics that will be diligenced are already being
generated. By the time the runway is visibly short, the outcome is largely set.
The Clock
#Drag the month. Watch the odds drain.
Conditional probability that a company still without a Series B at month m will ever raise one.
Kaplan–Meier estimate, Series A vintages 2014–2019 (n = 3,093).
- Month 0
- Round just closed
- 30.3 %
- chance of ever raising a Series B
- 0 12 24 36 48 60
- 0% of day-one odds gone
- 0% of the cohort already raised
- — chance of closing this quarter
- The Shape
#One curve opens, one curve closes.
#Quarterly hazard of raising a Series B
Share of still-waiting companies that close a Series B in each quarter · Series A vintages 2014–2019
The window opens at month 9, peaks in the quarter ending month 21, and falls below
half its peak at month 36. After month 48 the hazard is statistical noise.
#Two curves: odds already spent vs. odds remaining
- Cumulative graduation (purple) against conditional probability of ever graduating (lime)
- The two curves cross at roughly month 27 — the moment when a company has a better
chance of being already funded than of ever being funded.
Four Gates
#The tipping points, named.
Each gate is a point where the conditional odds step down and never recover.
Month 12
#The Silent Gate
Only 3.9% of the cohort has raised. Nothing looks wrong. But the metrics that will be
diligenced in the next six months are being generated right now.
- 27.4% odds remaining · 9% of day-one odds gone
- Month 24
#The Runway Gate
Typical Series A runway is exhausted. Half of everyone who will ever raise a B has
already done it. Odds have fallen below the point where the average outcome is a raise.
- 17.1% odds remaining · 44% of day-one odds gone
- Month 36
#The Cliff
The hazard has fallen below half its peak. 72% of all eventual graduates are already
through. This is the point of no return in the data.
- 10.2% odds remaining · 66% of day-one odds gone
- Month 48
#Robustness: the gates survive every definition of "Series B"
- Conditional odds of ever graduating, by how strictly a Series B is defined
- The absolute level moves with the definition; the decay pattern does not. Half-life
of the odds is 27 months under both the loose and base definitions, 30 months under the strictest.
The Vintage Effect
#When you raised your A mattered more than anything you did.
Cumulative share of each Series A vintage that had raised a Series B by 12, 24 and 36 months.
#Graduation by Series A vintage
Kaplan–Meier cumulative incidence · bars omitted where the vintage is not yet old enough to observe
The 2022 vintage is the worst on record: 5.3% at 24 months, against 24.5% for 2020.
2023 recovered to 11.2% and the 2025 vintage is running at 4.7% by month 12 — the best 12-month rate since 2020.
So what
A 2022 Series A company was roughly four times less likely to reach a Series B in two years
than a 2020 one, at the same quality of execution. When you plan a raise, you are partly betting on a
market you do not control — which is an argument for getting to the window early rather than
optimising into it.
The Other 69%
#What actually happens to everyone else.
Half of all Series A companies raise something again. Only 30%
raise something bigger . The gap between those two curves — about 24 points — is the bridge
economy: flat rounds, insider extensions, and structured paper that keeps the lights on without
resetting the story.
- Of the 2,133 companies in our mature cohorts that never
- graduated, 1,389 (65%) never filed another financing of any kind. The remaining 744 raised
only smaller or flat rounds — a median of one.
#Any follow-on vs. a real step-up
- Cumulative share of the 2014–2019 Series A cohort
- 65 %
- Of non-graduates go dark
- never file again, at any size
- 25.8 %
- Bridged & still made it
- of those B-less at month 24
- 15.8 %
- No bridge, still made it
- same starting position
- $27 M
- Median graduating round
- vs $9.5M median Series A
- The bridge lift is real but partly selection:
- a company that can raise a bridge already has insiders willing to fund it. Read it as
"insider conviction is the single best observable predictor," not "take a bridge and your odds improve."
What Moves the Odds
#Raising more at the A does not help.
#Graduation by Series A size
- Share raising a Series B within 60 months · 2014–2019 vintages
- An inverted U. The $8–18M band graduates best; both the under-funded and the
over-funded do materially worse.
Companies raising $18–30M at the A graduate at
25.5% — no better than those raising $5–8M, and seven points worse than the $8–18M band.
The mechanism is a bar you set for yourself. A larger
A means a higher post-money, which means the step-up required to clear a Series B mark is larger, which
means the same execution reads as a flat round. Big A rounds do not buy time; they buy a harder exam.
- Geography moves the number less than people assume:
- 29.2% in California and 31.0% in NY/MA against 25.5%
for the rest of the US — a real coastal edge, but worth about five points, not a category difference.
Working Backwards
#The real deadline is month 9.
If the median successful Series B closes around month 18–21, every upstream requirement has to land
much earlier than founders plan for.
Month 18–21
Series B closes. Median for companies that graduate within three years.
Month 13–16
Process starts. A Series B takes 4–6 months from first meeting to wire.
- Month 10–15
- The diligence window. Investors want two to three consecutive quarters of a
go-to-market motion that repeats.
- Month 6–9
- The engine has to be running. Pipeline, conversion, retention and attribution must
already be producing clean, consistent numbers — because these are the quarters that get shown.
- Month 0
- Series A closes. The measurement infrastructure needed at month 10 has to be built now;
you cannot retrofit four quarters of clean data.
The operator's version
The Series B is not won in the raise. It is won in the four quarters that get shown during the raise —
which means the go-to-market engine has to be instrumented and repeatable by month nine.
Everything after that is reporting.
Method & Limits
#How this was built, and where it is weak.
Source
#615,718 SEC filings
Every quarterly Form D structured data set from 2014 Q1 to 2026 Q2, downloaded from
SEC EDGAR. Form D is the notice a company must file for a private securities offering, so nearly every
priced US venture round leaves one.
Universe
#18,997 US tech companies
US-domiciled C-corporations filing an equity offering under a technology industry group.
Filings were collapsed into 32,717 financing events, with amendments and tranches inside 120 days merged
into a single round.
Definition
#A-scale and step-up
Form D does not carry round names. A "Series A" is a company's first equity event of
$5–30M that is at least a 1.5× step-up on anything prior; a "Series B" is a later event of at least
max($12M, 1.3× the A). Median detected A is $9.5M — squarely on the published Series A median.
Model
#Kaplan–Meier with censoring
Companies are observed to 30 June 2026, so recent vintages are right-censored. All
cohort figures are censoring-aware and suppressed where a vintage is too young to observe the horizon.
Limit 1
#Form D coverage is imperfect
Some rounds never file, or file under a different classification. Validation against
known ladders: Ramp's five rounds reconstruct exactly; Vanta's and Writer's earlier rounds are missing.
This biases the graduation level down and is why our 30.3% sits below Crunchbase's 36%. It does
not bias the timing , which is the finding.
Limit 2
#No AI/SaaS split, no outcomes
Form D carries no sector detail below the industry group and no revenue, headcount or
shutdown data. We cannot separate B2B SaaS from AI-native, and "never raised again" is a proxy for
failure, not a measurement of it.
#Triangulation against published benchmarks
- Our estimate against the three most-cited external datasets
- Measure This study External benchmark Source
Series A → B, eventually 30.3% (23–39% by definition) ~36% of 2020–21 US Series A cohort Crunchbase News
- Series A → B by 24 months, 2018 vintage 14.6% 25% for the Q3 2018 vintage Carta
- Series A → B by 24 months, 2022 vintage 5.3% 9% for the Q3 2022 vintage Carta
- Median months A → B among graduates 23.5 28 median / 31 mean (2024) Crunchbase News
- Graduation by year 4, 2018–20 vintages 28.7–31.6% 40–50%+ Carta (10,755 startups)
- Our levels run consistently below Carta's because Carta sees complete cap tables while
Form D sees only filed offerings, and because our step-up test excludes labelled Series B rounds that were
flat or down. Directionally every series agrees, including the collapse of the 2021–22 vintages.
To go deeper
Three gaps a paid data source would close: (1) real round labels and sector tags — PitchBook
or Crunchbase Pro would let us split B2B SaaS from AI-native and use actual Series A/B designations rather
than size heuristics; (2) outcomes — acquisition, shutdown and going-concern status, so
"never raised again" becomes a measured outcome instead of a proxy; (3) performance at the A
— ARR, growth and headcount, which would turn this from a timing model into a model of what actually
earns the B.
LeanScale
LeanScale builds the go-to-market engine behind venture-backed companies — the pipeline, systems and
reporting that turn a Series A into a Series B.
Analysis by LeanScale, July 2026. Built on public SEC data. Not investment advice.
Figures are estimates from a size-based reconstruction of round sequences and should be read as
directional, not as a company-level record.
#Method
- SEC EDGAR Form D data sets, 2014 Q1 – 2026 Q2
- 615,718 filings · 18,997 companies · 6,957 Series A rounds
- Kaplan–Meier survival model, censored at 30 June 2026
- Benchmarked against Carta and Crunchbase News
- www.leanscale.team