# PuppyGraph funding: rounds and investors

> PuppyGraph has raised $10M across 1 round since 2026. Investors include Defy and Particle Future. Every round with its source.

Source: https://millionrounds.com/company/puppygraph (Millionrounds; every figure on the page links to its filing or article)

United States · [Series A startup](https://millionrounds.com/companies)

# Who invested in *PuppyGraph*

One round we have observed, with the 2 investors named in it. Every figure came from a named source, and where the company reported a raise to the SEC itself, that is shown beside it.

AI Big Data & Analytics

Raised this month

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Funding summary Updated 15 Nov 2026

**$10M** raised across 1 round since 2026, from 5 sources

- **Latest round:** Series A, $10M Nov 2026
- **Led by:** Defy and Particle Future
- **Investors:** 2 (2 led)

See who backed them

## The rounds

- **Nov 2026** Series A **$10M** [Defy](https://millionrounds.com/fund/defy-vc) Lead [Particle Future](https://millionrounds.com/fund/particle-future) Lead Reported by Analytics India Magazine and 4 others

## Founders and team

From PuppyGraph's own website: 2 on the team.

- **Lei Huang** Staff Software Engineer at Instacart
- **Weimo Liu** Software Engineer at Google

## Everyone who backed them

[Defy](https://millionrounds.com/fund/defy-vc) VC firm **1** round, led 1

[Particle Future](https://millionrounds.com/fund/particle-future) VC firm **1** round, led 1

Missing a round, or an investor who was in one? [Tell us](https://millionrounds.com/corrections?slug=puppygraph).

## Also claim to have backed them

These 2 firms list PuppyGraph as a portfolio company on their own websites, but no report of a round names them. They are the firms' own claims, kept apart from the rounds above.

[Eastlink Capital](https://millionrounds.com/fund/eastlink-capital) VC firm Per its own site

[SWC Global](https://millionrounds.com/fund/swc-global) VC firm Per its own site

## Quick answers about PuppyGraph

### Who invested in PuppyGraph?

PuppyGraph's investors include Defy and Particle Future. Defy led its latest round.

### How much has PuppyGraph raised?

PuppyGraph has raised $10M across 1 round since 2026.

### When did PuppyGraph last raise?

PuppyGraph's most recent round was a Series A of $10M in Nov 2026, led by Defy.

### What was PuppyGraph's biggest round?

Its most recent round, $10M in Nov 2026, is also its largest on record.

### Who backed PuppyGraph first?

PuppyGraph's first round on record, in Nov 2026, was backed by Defy and Particle Future.

### What stage is PuppyGraph at?

PuppyGraph's latest named round is a Series A, in Nov 2026.

### Where is PuppyGraph based?

PuppyGraph is based in the United States.

### Who led PuppyGraph's rounds?

Defy led the Series A in 2026.

## Companies like PuppyGraph

In the same sector, and raised in the last eighteen months.

[**LangChain** $425M · Nov 2026](https://millionrounds.com/company/langchain)[**VuMedi** $142M · Nov 2026](https://millionrounds.com/company/vumedi)[**Betterness** $3.5M · Nov 2026](https://millionrounds.com/company/betterness)[**Axle** $12M · Nov 2026](https://millionrounds.com/company/axle)[**CrunchAtlas** $250K · Nov 2026](https://millionrounds.com/company/crunchatlas)[**Zus Health** $73M · Nov 2026](https://millionrounds.com/company/zus-health)

## Find investors like these

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