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Quilter

Los Angeles, US · Founded 2019 · 8 known investors

quilter.ai

Quilter builds physics-driven AI that automatically generates printed circuit board (PCB) layouts, using Maxwell's equations, thermodynamics, and manufacturing constraints rather than human design patterns. It serves hardware engineering teams as an alternative to traditional EDA tools, aiming to replace manual trace routing with automated computation.

Also known as Quilter AI

AI & Machine LearningDeep TechDeveloper ToolsHardware

Founders & leadership

Quilter was founded in 2019 by Sergiy Nesterenko.

SN
Sergiy NesterenkoFounder and Chief Executive OfficerPhysics-trained avionics engineer building autonomous PCB-layout systems.
LT
Lip-Bu TanHardware-industry investor/adviser

Board

EV
Eric VishriaBenchmark partner and board member
NA
Nina AchadjianIndex Ventures partner and board member

Investors · 8

Also in the syndicate · 3

CoatueHarrison Metal CapitalLip-Bu Tan

Funding

SEC filings, press & company announcements

$25M disclosed across 1 of 6 rounds · 2019–2025

Source: company announcements and press reports — follow each round's link for the claim.

Company profile

researched Aug 2026

Former SpaceX avionics engineer Sergiy Nesterenko founded Quilter in 2019 after seeing manual PCB layout delay rocket and hardware programs. Rather than imitate human layouts, its reinforcement-learning system explores a design space under Maxwell-equation, thermal, geometric, signal-integrity, manufacturing and user constraints. The product performs stackup, component placement, trace routing, pours and validation, outputs multiple candidates in hours and supports human pre-routing for RF or other sensitive sections. It is sold per board/project and pin count, with unlimited iterations and cloud or self-hosted/air-gapped deployment. A 2025 Project Speedrun demonstration produced a dual-PCB 843-component Linux computer in a week with 38.5 human hours and a first-power-on Debian boot. Quilter has raised $40m and reports adoption in Fortune 500 aerospace, defense, semiconductor and consumer-electronics environments.

Founding story

Nesterenko spent five years building radiation-hardened Falcon 9/Falcon Heavy avionics at SpaceX and identified layout—not fabrication—as an enduring bottleneck, inspiring a circuit-board 'compiler.'

Business model

B2B electronic-design-automation software for hardware R&D teams, including enterprise and sensitive government/defense deployment.

Project-based usage pricing determined by unrouted pin count rather than seats or annual licenses; higher-cost private/self-hosted deployments and enterprise support.

Traction

100,000+ candidate PCB designs generated during nine months of closed beta before the 2024 open beta. Current company claims include production use in large aerospace/defense/consumer firms and an independently publicized 843-component Project Speedrun board that booted on first power-up.

Latest developments

2026 releases emphasize fully autonomous high-complexity layouts, pin-based project pricing, SOC 2 Type 2 cloud, customer-owned AWS/Kubernetes and air-gapped deployments, while Cadence's new AuraStack increases incumbent competition.

Full profile — market position, technology, go-to-market, geography, history, ownership, risks & controversies

Market position

AI-native challenger to manual PCB layout and incumbent EDA workflows, competing with startup tools such as DeepPCB/Flux/Diode and new automation from Cadence, Altium and Siemens.

Attempts complete placement and routing rather than recommendations or partial autorouting, explores many candidates in parallel, evaluates physics rather than copying human patterns, and returns editable native files without format lock-in.

Technology

Reinforcement learning, neural networks, distributed GPU compute, constraint optimization and physics checks spanning electromagnetics, signal/power integrity, thermals and manufacturability; native ECAD parsing/export and Kubernetes deployment.

Go-to-market

Free evaluation/startup access and engineering-led onboarding, then direct enterprise sales based on board projects, design throughput, security/deployment needs and measurable cycle-time savings.

Electrical engineers, PCB designers and R&D leaders building aerospace, defense, semiconductor evaluation, robotics, automotive and consumer-electronics boards.

Hardware startups, Fortune 500 manufacturers, aerospace contractors, national laboratories, semiconductor teams and regulated/ITAR programs.

Geography

Los Angeles-based, historically remote US team; cloud and customer-controlled AWS/Kubernetes deployments serve global and sensitive US programs.

History

Founded 2019; roughly $5m prior/seed capital inferred from the company's later $40m cumulative disclosure; nine-month closed beta generated 100k+ designs; $10m Benchmark-led Series A/open beta in February 2024; autonomous layout milestones and commercial expansion in 2024-25; $25m Index-led Series B in October 2025; Project Speedrun working computer announced late 2025; pricing and deployment moved to project/pin-based production packaging in 2026.

Ownership

Privately held by founder/employees and investors including Index Ventures, Benchmark, Coatue, Root Ventures, Harrison Metal and individual hardware leaders including Lip-Bu Tan; cap table undisclosed.

Risks & controversies

PCB output must survive physical fabrication and validation, and users remain responsible for design decisions. Published benchmarks and comparison guides are vendor-authored; mission-critical adoption/customer names are mostly confidential. Incumbents are adding AI agents. Exact seed round, revenue, customer count, error/first-pass rates and valuations are undisclosed.

Compiled by commissioned research from 10 cited public sources — announcements, filings, and press listed under research sources below.

Key figures

latest reported
Closed beta generated designsFeb 2024100,000 pcb designs minimum
Employee countFeb 202412 employees
HeadcountFeb 202412
Speedrun componentsDec 2025843 components
Speedrun durationDec 20257 days
Speedrun human hoursDec 202538.5 hours
Total fundingOct 2025$40M

Company-reported or press-reported figures, each dated to when it was claimed — not independently audited.

Competitors · 2

by search overlap

Companies competing with Quilter for the same Google search keywords, organic and paid, via search-intersection analysis.

Pricing

as listed Aug 2026
Free / evaluationQuilter PCB LayoutEvaluation and qualifying users · limited free access
$0/project
Project capacityQuilter PCB LayoutCommercial hardware teams · unrouted pin count
unrouted pin count
Self-Hosted / EnterpriseQuilter Self-HostedSecurity-sensitive enterprises and government programs · custom quote
custom quote

Public list pricing as researched from the company's own pricing pages; negotiated and enterprise terms vary.

Timeline · 4

launches, deals, and filings
Dec 2025
Project Speedrun computer boots

Dual-board 843-component Linux computer was designed in one week with 38.5 human hours and booted on first power-up.

source ↗

Oct 2025
$25m Index-led Series B

Nina Achadjian joined the board; company disclosed $40m total funding.

source ↗

Feb 2024
Open beta launches

Product opened after nine months of closed beta and 100k+ generated designs.

source ↗

Jan 2019
Quilter founded

Sergiy Nesterenko began building a physics-driven PCB compiler after SpaceX avionics work.

source ↗

Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.

Legal entities · 1

corporate structure
Quilter, Inc.United States · active private

In the news

Research sources · 10

primary sources listed

10 public sources were cited for this profile; the first-party ones are listed here.

Frequently asked questions

What does Quilter do?
Physics-driven AI system that autonomously places, routes and validates fabrication-ready printed circuit boards.
Who founded Quilter?
Quilter was founded by Sergiy Nesterenko in 2019.
Who are Quilter's investors?
Quilter's investors include Coatue Management, Index Ventures, Root Ventures Manager, Llc, Benchmark, Root Ventures.
How much funding has Quilter raised?
Quilter has disclosed $25M raised across 1 of its 6 known rounds.
Where is Quilter headquartered?
Quilter is headquartered in Los Angeles, US.