---
title: "Startups stop pitching investors who were never a fit."
url: "https://littlebit.dev/work/matchmaking/"
description: "5,000 VC funds, ranked for each startup, every time. The startup gets the funds that fit, in order."
---

[All work](/work/)

ResearchTech VC matchmaking

# Startups stop pitching investors who were never a fit.

## 01 · The problem

Startups pitched investors who were never a fit.

Knowing who fits takes deep research on each fund.

## 02 · What I built

I built a pipeline that researches every VC fund.

-   Then a system that runs for each startup, every time.
-   An AI agent interviews the startup in Claude or Codex.
-   It learns what the startup values and needs, and studies its market.
-   It checks every fund for fit, and ranks them all.
-   The startup sees where to start: a partner, the most money, contacts or infrastructure, whatever it needs.

## 03 · How it looks

One startup's top matches, each with why it fits and a source.

Matches for Brightline · seed, B2B payments

1.  01 Northfield Capital Leads seed rounds in B2B fintech. Two partners focus on payments. northfield.example
2.  02 Harbor Lane Ventures Invests the amount you're raising. Backed a similar company in 2024. news.example
3.  03 Ostrava Seed Invests in founders in Central and Eastern Europe at this stage. ostrava.example

Made-up names.

## 04 · The result

5,000 VC funds, ranked for each startup, every time.

The startup gets the funds that fit, in order.

### Check it yourself

[See a real result](/method/#what-you-get)

Next story

Credora Stablecoin research

## Credora enters a stablecoin name. Their spreadsheet fills itself.

Before

Their team filled every field by hand.

I built

A pipeline that researches every field on their list.

Result

Every value comes with its sources and a confidence level.

[Read the story : Stablecoin research](/work/credora/)

## Bring one research question.

[Book a free discovery call](https://cal.com/babyak)

or email [yuriy@littlebit.dev](mailto:yuriy@littlebit.dev)

![A cobalt E sculpture casting one long shadow under the light.](/brand/littlebit-e-shadow-v2.webp)