Manifold
Austin, US · 12 employees on LinkedIn · 5 known investors
Manifold operates a frontier AI lab providing GPU compute infrastructure with hardware-backed data protection and confidential computing capabilities. The platform offers access to a permissioned network of high-performance Nvidia GPUs for running open source AI models at scale.
Also known as Manifold Inc · Manifold Labs · Manifold Labs, Inc.
Investors · 5
Funding
SEC filings, press & company announcements$16M disclosed across 2 of 3 rounds · 2025–2026
- $8MSeed FundingMar 2026Source ↗
- $8MraisedMar 2026 · 2 sources
Costanoa Ventures (lead), Cherry Ventures Management GmbH, Modern Technical Fund, Rain Capital
Source ↗ - Undisclosed amountSeries BDec 2025 · 2 sourcesSource ↗
Source: company announcements and press reports — follow each round's link for the claim.
Company profile
researched Aug 2026Manifold, operating as Manifold Labs, Inc., is an artificial intelligence lab based in Austin, Texas. It provides AI infrastructure that supports confidential, high-performance model inference, together with secure cloud GPU capacity for AI workloads and associated software and tools. Cloud GPU deployments are offered on Nvidia H200 and Nvidia 4090 hardware, with data confidentiality handled through hardware-backed protection based on Nvidia Confidential Computing.
The company's product line includes Targon, Sybil, and Manifold. Targon is a workload platform whose feature set covers billing and authentication; a release described as "Organizations on Targon" extended it from user-scoped workloads to shared organizational tenancy, with personal workspaces, team organizations, roles, invites, and service tokens. Manifold describes an ecosystem in which demanding workloads run across a network of more than 1,000 Nvidia H200 GPUs, and it positions inference performance around InfiniBand and RoCE networking for multi-GPU operation with open source models.
Latest developments
In a release dated 2026-05-08, Manifold introduced Organizations on Targon, expanding the platform beyond user-scoped workloads, billing, and authentication to shared organizational tenancy with personal workspaces, team organizations, roles, invites, and service tokens.
▸Full profile — market position, technology, go-to-market, geography
Market position
Manifold positions itself as a frontier AI lab focused on accessible and secure infrastructure, combining cloud GPU deployment with confidential computing and a software suite for AI workloads.
Technology
Manifold's stack is built on Nvidia GPUs, specifically H200 and 4090 accelerators, with hardware-backed data confidentiality delivered through Nvidia Confidential Computing. Multi-GPU inference performance is supported by InfiniBand and RoCE networking. The company describes access to a network of more than 1,000 Nvidia H200 GPUs for demanding workloads, and it runs open source AI models on this infrastructure. Its software portfolio comprises Targon, Sybil, and a product named Manifold.
Go-to-market
Organizations and developers in the United States seeking secure, high-performance AI computing resources, including teams running open source models and multi-GPU inference workloads. Targon's organization features address both individual users, via personal workspaces, and collaborative teams, via team organizations with roles, invites, and service tokens.
Geography
Headquartered in Austin, Texas, serving organizations and developers in the United States.
Compiled by commissioned research from 8 cited public sources — announcements, filings, and press listed under research sources below.
Key figures
latest reportedCompany-reported or press-reported figures, each dated to when it was claimed — not independently audited.
Competitors · 2
by search overlapCompanies competing with Manifold for the same Google search keywords, organic and paid, via search-intersection analysis.
Timeline · 1
launches, deals, and filingsManifold released Organizations on Targon, expanding the platform from user-scoped workloads, billing, and auth to shared org tenancy, with personal workspaces for individuals, team orgs for collaboration, roles, invites, and service tokens.
Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.
In the news
▸Research sources · 8
primary sources listed
- Manifoldmanifold.inc · web
8 public sources were cited for this profile; the first-party ones are listed here.
Frequently asked questions
- What does Manifold do?
- Austin-based AI lab offering confidential cloud GPU infrastructure and inference for open-source models.
- Who are Manifold's investors?
- Manifold's investors include Digital Currency Group, Cherry Ventures, Costanoa Ventures, Modern Technical, Rain Capital.
- How much funding has Manifold raised?
- Manifold has disclosed $16M raised across 2 of its 3 known rounds.
- Where is Manifold headquartered?
- Manifold is headquartered in Austin, US.

