Expensive Seed rounds do a bit better—but the data doesn’t support the hype.
Dec 17, 2025 — 9 min read

PitchBook’s new analyst note—Should Seed Investors Ride the High and Pay the Price? (Nov 2025) —makes an interesting claim: that the most expensive (”consensus”) Seed rounds materially outperform the rest of the Seed market.
However, we believe PitchBook’s dataset has two structural issues:
AngelList’s dataset is different in kind, not just in degree. We see financings when they happen—no retroactive reconstruction, no relying on whether a company eventually became notable enough to leave footprints. That makes our dataset far more relevant for anyone making actual investment decisions today.
So we attempted a straight replication of PitchBook’s claim using real-time, non-survivorship-biased data.
We looked at more than 6,000 startup financings in our results, an average of nearly 1,000 per year, or about 600 deals per decile-valuation bucket. A dataset with real breadth and no silent failures disappearing from view.
PitchBook claims consensus deals (those in the top valuation decile) graduate to Series A at 50%+, versus <30% for everyone else.
Our closest analog is markups: whether the company ever raises a priced round at a ≥10% higher price per share. It’s not the same as Series A graduation, but it’s the best non-biased outcome metric we have.
Our result:
So: yes, a modest uplift—not the yawning 20+ point chasm PitchBook reports.
PitchBook’s evidence for returns relies on two shaky constructs:
We use two more robust measures: markups, and “big winners” (≥ 10x MOIC).
The chart below shows the fraction of Seed deals currently marked up (MOIC ≥ 1.1x) by valuation decile.
The rate of marked-up investments shows a modest increase across valuation deciles, so that the most relatively expensive Seed investments appear to be marked up a little bit more than the relatively cheapest Seed investments.There is an upward slope—but it’s modest.
Decile 1 is marked up at a 29.4% rate. Decile 10 - the “Consensus” deals - are at 42.2%.
The slope is real but gentle. If consensus rounds really were twice as likely to “succeed,” we’d expect a cliff. Instead, we get a polite incline.
This upward slope could also be an artifact of the what we call a markup. Only priced equity rounds can create markups, not SAFEs. Whether SAFEs raised at a higher valuation cap represent a “markup” is a frequent topic of debate in the early-stage venture capital world. For now, AngelList consistently takes the more conservative position that only priced equity rounds trigger the share-price changes that could result in markups.
A company that has raised priced equity in the past is more likely to raise a priced equity round in the future, as opposed to SAFEs or notes. And startups at higher valuation deciles are generally more likely to raise priced equity rounds at Seed; here’s the data on percent of Seed deals that raise priced equity by valuation decile:
The rate with which companies raising Seed rounds use priced equity (as opposed to convertible notes or SAFEs) increases with the valuation of the company.It’s not a perfect match for our markup result but you can see the upward slope along with the same curious spike around typical deals (bucket “5”). Put another way, there are two effects here, both real:
We analyzed markups because of the large gap PitchBook suggested between “consensus” and “non-consensus” investments, which we are not able to replicate. But markups don’t drive returns: returns in Seed investing are driven by big winners. Let’s look at those next.
Here’s the fraction of Seed deals that hit MOIC ≥ 10x.
There’s no clear trend between the Seed-round valuation and outlier (≥ 10x) returns.Now the illusion collapses completely:
If you’re looking for a “consensus magic,” there isn’t any. High-valuation rounds do not disproportionately mint outliers in our data.
Across our results, you get a consistent pattern:
Here’s what we think is happening:
Founders absorb most of the value of positive signals. Pedigree, traction, narrative—all get capitalized into price.
But investors still get some benefit from those signals. A startup’s positive signals are priced in but not fully priced in. So better, more expensive deals generally are a little bit better to invest in.
The market is noisy, which is a sign of efficiency. Returns are chaotic and unpredictable, even if you have a slight edge. You can’t mint big winners by paying up for the best deals or by only looking for low entry prices.
Power laws in venture returns: A technical explanation. This is all closely tied in to our model of a “credible” Seed deal that was so crucial to the power-law results of our 2019 whitepaper Startup Growth and Venture Returns. As you go down the list of Seed-stage startups from “best” to “worst”, entry prices get cheaper but exit distributions fall off even faster. At a certain point - the “credible deal threshold” - the exit distributions drop off enough that winning startups are no longer drawing their returns from an alpha < 2 power law. Consequently, broad indexing is no longer defensible from a “make more investments, get higher average returns” perspective.
This document and the information, charts, and graphs provided within are for informational purposes solely and should not be relied upon when making any investment decision. Nothing in this material is intended to be a recommendation for any investment or other advice of any kind. Past performance is not indicative of future results. The content speaks only as of the date indicated. Any projections, estimates, forecasts, targets, prospects, and/or opinions expressed in these materials are subject to change without notice and may differ or be contrary to opinions expressed by others. All data referenced in this material is current as of 11/1/25, unless otherwise mentioned
