Inbound deal scoring is rating every company that approaches a fund unprompted, through cold email, an application form, or a loose referral, against the fund's thesis and bar, so the strongest pitches reach a partner quickly and every other founder gets a clear answer.
How inbound deal scoring works
A seed fund's inbox on a Monday holds a deck from a repeat founder, three companies outside the fund's geography, a consumer app pitched to a B2B fund, and a forwarded email that says "might be interesting". Inbound deal scoring puts all of them through the same five steps.
- Capture. Every pitch lands in one queue with the deck, the form answers, the date, and who passed it on, if anyone.
- Knock out. Pass or fail rules remove what the fund cannot do: wrong stage, check size, geography, or an excluded sector. These are knockout criteria, applied before any scoring so a strong deck in the wrong stage does not eat partner time.
- Score. What remains gets rated against thesis fit and against the evidence on the founders, the same dimensions used in founder scoring. Each point should cite the deck slide, the product, or the public record it came from.
- Route. The top band gets a meeting request. The middle band gets a short call with an associate. The bottom band gets a polite no within days, not silence.
- Close the loop. The fund records what partners did with each scored company, so it can check later whether the scores matched its own decisions.
Why inbound needs its own scoring pass
Inbound is a high volume, low yield channel. In a survey of 885 venture capitalists at 681 firms, Gompers, Gornall, Kaplan and Strebulaev (published in the Journal of Financial Economics in 2020) found that only 10% of closed deals came inbound from company management. Over 30% came through professional networks, 20% were referred by other investors, and almost 30% were generated by the VCs themselves. The same survey found that for each deal a firm closed, it considered roughly 100 opportunities.
Those numbers tempt funds to skim inbound or ignore it. That is a mistake for two reasons. The survey also found early-stage investors were more likely to invest in deals that came in from management, so the channel matters most where most new funds operate. And a founder with no warm path into the partnership is exactly the person a network-only fund never sees. A consistent score is how a two-person team reads 150 decks a month with the same attention on the last deck as the first. It is the inbound half of VC deal sourcing: the fund still has to go find companies, but it should not lose the ones that found it. The score also improves with hindsight. A fund that follows its founders after the check, through its portfolio talent work, learns which founder traits held up and can weight them more heavily on the next inbound deck.
Worked example: one month of inbound at Northwind Ventures
Northwind Ventures is a fictional seed fund that writes checks of 500,000 to 1.5 million euros into B2B software companies in Europe. In October it receives 160 inbound pitches.
Knockouts remove 71: 38 are raising a Series B or later, 19 are outside Europe, and 14 are consumer products.
The other 89 are scored 0 to 5 on three criteria with fixed weights: thesis fit 40%, founder evidence 35%, early traction 25%.
- Ledgerly, an invoicing tool for Dutch freelancers: thesis 5, founders 4, traction 3. Score: (0.40 x 5) + (0.35 x 4) + (0.25 x 3) = 4.15.
- Brightwell, a procurement tool for mid-sized manufacturers: thesis 3, founders 5, traction 2. Score: 1.20 + 1.75 + 0.50 = 3.45.
Northwind sends anything at 3.8 or above to a partner, anything from 3.0 to 3.79 to an associate call, and everything under 3.0 a reply within a week. That gives 9 partner meetings, 21 associate calls, and 59 clear answers. Brightwell lands in the middle band. Its founders scored highest of the month, so the associate call is where a human checks whether the thesis score undersold it. The middle band exists for cases like this one.
Inbound deal scoring vs deal flow scoring and deal screening
All three sit inside a fund's broader deal flow. They differ in scope and in when they happen.
| Inbound deal scoring | Deal flow scoring | Deal screening | |
|---|---|---|---|
| Scope | Only companies that came to the fund | Every company in the pipeline, from any channel | Any deal at the first review gate |
| Main question | Which of these unsolicited pitches deserve a meeting? | How does each opportunity rank against all the others? | Should this deal move forward at all? |
| Typical output | Three bands: meet, call, decline | A ranked list across the whole pipeline | A yes or no to further work |
| Biggest risk | Volume leads to skimming | Channels scored on different scales | Pass reasons go unrecorded |
See deal flow scoring for the pipeline-wide version and deal screening for the first gate itself.
Common inbound scoring mistakes
- Scoring the deck's polish. Design quality says little about the business. Score claims that can be checked.
- Treating a referral as evidence. Who forwarded the email is a fact about the channel. Record it, but keep it out of the founder score.
- Mixing knockouts into the score. A company outside the fund's stage should fail outright, not lose two points and still rank.
- Scoring once. A company that reapplies six months later with new revenue is a new data point. Re-score it when a fresh signal arrives.
- No reason on the record. If a score cannot say why, the partner reading it cannot disagree with it. This is the case for evidence-based scoring.
How ScoringFactory approaches inbound deal scoring
ScoringFactory learns a fund's bar from the founders it backed and the companies it passed on, then scores each inbound company against that bar. Every score is cited to the line in the deck or record it came from, so a partner can check the reasoning in a minute. The partners make the call. See how the flow works.
Frequently asked questions
How do VCs handle inbound pitches?
Most funds route inbound through a form or a shared inbox, then have an associate or partner review it. Funds that handle it well apply pass or fail rules first, score what remains against the thesis, and reply to every founder. Funds that handle it badly let the queue age and answer only the decks that happen to catch someone's eye.
Do VCs invest in cold inbound deals?
Yes, though less often than in networked deals. In the Gompers, Gornall, Kaplan and Strebulaev survey of 885 VCs, which the authors summarized in Harvard Business Review, about 10% of closed deals came inbound from company management. Early-stage investors were more likely than later-stage investors to back them. A well-run screening process keeps that 10% from being lost.
How do you triage inbound deal flow quickly?
Write the knockout rules down and apply them first. Score what remains on three or four weighted criteria, each with a short written reason. Set band cutoffs in advance so routing is automatic. Then hold a fixed weekly slot to clear the middle band, because that band is where most of the judgment calls sit.
Should a warm intro raise an inbound deal's score?
No. Record who made the introduction, because it tells you which channels produce good companies. But the referral is not evidence about the founders or the business. If intros raise scores, the process quietly rewards founders who already have networks and penalizes the cold founders inbound scoring exists to find.
Sources
- How Do Venture Capitalists Make Decisions? (Journal of Financial Economics, 2020), Journal of Financial Economics (Elsevier)
- How Venture Capitalists Make Decisions, Harvard Business Review, 2021