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Parallel Domain

What Parallel Domain does

Parallel Domain is a synthetic data and sensor-simulation company focused on “physical AI” for autonomy programs. Its platform turns customers’ real-world sensor capture (e.g., drive/flight logs) into simulation-ready reconstructions and then renders deterministic, multi-sensor sensor outputs so autonomy teams can test and validate perception (and related downstream behaviors) against controlled variations before deploying systems in the physical world. The company positions its approach as closing the sim-to-real gap by generating near pixel-accurate digital twins from real capture logs and producing repeatable sensor simulation that integrates with existing autonomy toolchains via API, including support for both open-loop and closed-loop testing workflows. Core products are PD Replica (reconstruction) and PD Sim (sensor simulation through a Python API gateway for configuring/running test scenarios and rendering camera/lidar/radar outputs).

News

Company record

Mar 19, 2026 · Official · Parallel DomainParallel Domain Welcomes Zack Novak as CEO

Parallel Domain announced the appointment of Zack Novak as CEO in March 2026 and described a leadership partnership in which founder Kevin McNamara moves deeper into product, engineering, and direct customer work.

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Jan 06, 2026 · Official · Parallel DomainFrom Sparse Data to Photorealism: Accelerating Physical AI with Parallel Domain and NVIDIA Fixer

Parallel Domain announced an integration of NVIDIA Omniverse NuRec Fixer into its PD Replica pipeline, describing how Fixer is used to reduce reconstruction artifacts and improve simulation-ready outputs for novel poses and under-constrained regions.

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Aug 19, 2025 · Official · Parallel DomainNew Mcity Digital Twin by Parallel Domain Brings Physical AI Research Closer to Reality

Parallel Domain announced completion of a digital replica of the Mcity Test Facility at the University of Michigan, positioning the Mcity PD Replica as enabling perception-level validation with high-fidelity sensor simulation via PD Replica Sim.

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Nov 16, 2022 · Official · Parallel DomainParallel Domain Raises $30 Million Series B to super-train AI

Parallel Domain announced $30M Series B funding led by March Capital with participation from Costanoa Ventures, Foundry Group, Calibrate Ventures, and Ubiquity Ventures; the company also described performance/momentum metrics and stated that March Partner Julia Klein would join the board.

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Dec 09, 2020 · Official · Parallel DomainAnnouncing Our Series A to Accelerate Computer Vision Development

Parallel Domain announced $11M Series A funding and described how its synthetic data platform supports development workflows for perception tasks across the AI development lifecycle.

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Dec 13, 2018 · Reporting · TechCrunchToyota invests in autonomous driving simulation startup Parallel Domain

TechCrunch reported that Toyota AI Ventures contributed to Parallel Domain’s seed round, and that the seed round was led by Costanoa Ventures with participation from Ubiquity Ventures and others.

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Source map · 2 recurring channels · 57 references
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Still resolving: Newsroom · Official X

Funding

Latest disclosed valuationNot disclosed
Tracked capital$43.7M3 sourced rounds

What it builds

PD Replica

PD Replica turns customers’ real drive/flight logs and imperfect sensor capture data into simulation-ready, photorealistic and geometrically accurate reconstruction environments (the company describes this as producing “PD Replicas” that include artifacts needed for simulation).

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PD Sim

PD Sim provides deterministic, multi-sensor sensor simulation (camera, lidar, radar) and connects with autonomy stacks via a Python API so teams can configure and run test scenarios using their PD Replica scenes.

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Milestones & partnerships