# Parallel Domain

> Parallel Domain turns real drive and flight logs into simulation-ready digital replicas, then lets autonomy teams run deterministic camera, lidar and radar tests against them through software. Founded by former Pixar, Microsoft and Apple simulation specialist Kevin McNamara, the company made a consequential pivot from hand-built procedural worlds to neural reconstruction, aiming to make a failure found on the road reproducible, variable and fixable before it happens twice.

- **Founded:** 2017
- **Headquarters:** San Francisco, United States
- **Founders:** Kevin McNamara (Founder and Chief Product Officer; former CEO)
- **Products:** PD Replica, PD Sim
- **Notable:** Raised approximately $43.65 million across seed, Series A and Series B financings., Reported 2.5x year-over-year revenue growth, double-digit customers and multiple seven-figure annual subscriptions in 2022., Reported customers accelerating machine-learning development cycles by more than 180x in 2022.

## Products & services

- **PD Replica** — Converts imperfect drive or flight logs into geometrically accurate, simulation-ready dynamic environments with matched lighting, physics, segmentation, HD maps and automated sim-to-real quality reports.
- **PD Sim** — A deterministic Python-driven sensor simulation platform for synchronized camera, lidar and radar testing, with open-loop, closed-loop, parallel execution and CI/CD integration.

## Achievements

- Raised approximately $43.65 million across seed, Series A and Series B financings.
- Reported 2.5x year-over-year revenue growth, double-digit customers and multiple seven-figure annual subscriptions in 2022.
- Reported customers accelerating machine-learning development cycles by more than 180x in 2022.
- Built a simulation-ready digital replica of the University of Michigan’s Mcity test facility from drive-log data in 2025.
- Named 2026 ADAS & Autonomous Vehicle International Startup of the Year, according to the company’s LinkedIn announcement.
- Expanded use cases from passenger vehicles into drones, eVTOL, last-mile robots, trucking and agricultural autonomy.

## Latest updates

- **2026-09** — Published its Failure Flywheel workflow for reconstructing a real-world disengagement, sweeping scenario parameters and adding the result to a deterministic regression suite.
- **2026-06** — Announced it had won the 2026 ADAS & Autonomous Vehicle International Startup of the Year award.
- **2026-03** — Appointed Zack Novak as CEO to scale commercial operations; founder Kevin McNamara moved into the Chief Product Officer role.
- **2026-01** — Unveiled integration of NVIDIA Omniverse NuRec Fixer to improve novel viewpoints and repair artifacts in sparse sensor reconstructions.
- **2025-11** — Partnered with Foretellix on a closed-loop AV validation workflow combining scenario coverage with photorealistic multi-sensor simulation.
- **2025-08** — Completed and released the Mcity PD Replica to members, academic partners and Parallel Domain customers.

## Links

- Website: https://paralleldomain.com/
- LinkedIn: https://www.linkedin.com/company/parallel-domain/
- Twitter/X: https://twitter.com/parallel_domain
- YouTube: https://www.youtube.com/channel/UCLTEcjM0DjutpZIzOBKQ8aQ

---

Profile page: https://yespress.io/parallel-domain
Published by YesPress — https://yespress.io
Last updated: 2026-09-28