Protopia AI
Protopia AI sells Stained Glass Transform, an inference-time privacy layer that converts sensitive data into stochastic representations so enterprises, financial institutions, and government agencies can run AI on shared multi-tenant infrastructure without plaintext exposure.
- Company typePrivate
- Founded2020
- HeadquartersAustin, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Protopia AI does
Protopia AI is an Austin, Texas-based private software company founded in 2020 that sells an inference-time privacy layer for AI deployments. Its core product, Stained Glass Transform (SGT), converts sensitive input data — text, code, tabular, image, video, or multimodal — into stochastic representations at the data owner's trust boundary so that downstream models and infrastructure operators never see plaintext, while retaining approximately 99% of base model accuracy and adding under 1% (roughly 15ms) of inference latency. The accompanying Stained Glass Engine (SGE) is a PyTorch-based tool that trains a model-specific SGT artifact in a post-training step using less than 1% of baseline training compute; the Stained Glass Proxy exposes SGT through an OpenAI Chat Completions-compatible API for drop-in deployment on vLLM, Triton, NVIDIA NIMs, or TensorRT-based stacks. SafeClaw extends the same protection to agentic AI workflows, including tool calling with Pydantic AI and hosted Qwen 32B endpoints.
The company sells primarily through enterprise direct sales supplemented by a partner-led GTM motion: SGT is listed on AWS Marketplace (SageMaker and Bedrock), bundled into HPE's Private Cloud AI and Unleash AI program as a validated Trustworthy AI Factory blueprint, co-sold with NetApp FSx for NetApp ONTAP, integrated with Oracle Cloud Infrastructure, and packaged as part of WWT's ARMOR Framework and MGT's AI Experience Center for SLED customers. Pricing is quote-based for enterprise deployments, with a freemium/pay-as-you-go self-serve tier introduced via SafeClaw. Reported customers include Q2 (banking fraud detection), Provost (financial services with a cited 72% infrastructure cost reduction), the US Navy (Trident Warrior facial recognition exercise), UC San Diego, NetApp, and ALTR. The company disclosed $6 million in seed funding in December 2022 (led by ATX Venture Partners, with Galaxy Interactive, Silverton Partners, and DNX Ventures), an additional $750K from ATX in November 2021, and a $287K tranche from Gaingels in April 2024, and in 2026 was awarded a position on the Missile Defense Agency's SHIELD IDIQ contract vehicle. Protopia operates with 11-50 employees.
Protopia AI firmographics
Firmographics- Name
- Protopia AI
- Legal name
- Protopia AI
- Website
- https://protopia.ai
- Company type
- Private
- Founded year
- 2020
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Protopia AI sells Stained Glass Transform, an inference-time privacy layer that converts sensitive data into stochastic representations so enterprises, financial institutions, and government agencies can run AI on shared multi-tenant infrastructure without plaintext exposure.
- Ownership category
- akta.pro rank
Protopia AI industry classification
Industry- Product category
- Privacy-Preserving AI Inference Software
- akta.pro primary industry
- Audit, Explainability & Accountability Tooling (traceability, reporting) (HDAAAKAL)
- akta.pro secondary industry
- Model Security Testing & Red Teaming (adversarial ML, jailbreaks) (HDAAAKAC)
Keywords
Where Protopia AI is headquartered
LocationHeadquarters
- HQ city
- Austin
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Protopia AI business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Marketing or Sales, Operations, Infrastructure
Revenue model
- Software Licensing: Protopia AI licenses its Stained Glass Transform technology as software to enterprise customers. The SGT is trained in a post-training step using less than 1% of baseline model training resources and deploys as a drop-in privacy layer via OpenAI-compatible API.
- Partner Integration Revenue: Revenue generated through technology partnerships with hyperscalers and infrastructure providers (AWS, NetApp, HPE, Oracle Cloud). Partners integrate SGT into their AI offerings, creating recurring revenue through partner ecosystem.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Pay-as-you-go | SafeClaw self-serve developer access with hosted Qwen 32B endpoint and SGT Proxy |
Go-to-market motion2 records
Distribution channels6 records
Marketing channels6 records
Protopia AI product offering
Product offeringCore offering
Protopia AI sells Stained Glass Transform (SGT), a software-only inference privacy layer that converts sensitive input data into stochastic representations at the data owner's trust boundary so that AI models process randomized embeddings instead of plaintext. The Stained Glass Engine is used to create these model-paired transforms, while the Stained Glass Proxy and SafeClaw extend the capability to OpenAI-compatible APIs and agentic AI workflows, enabling secure multi-tenant inference across text, code, tabular, image, and video modalities.
Product overview
Protopia AI offers a platform of privacy-preserving AI products centered on its core Stained Glass Transform (SGT) technology - an inference privacy layer that converts sensitive data into stochastic representations. The platform includes the Stained Glass Engine (SGE) for creating transforms, the Stained Glass Proxy for OpenAI-compatible API integration, and SafeClaw for building AI agents on sensitive data. These products work together to enable private multi-tenant AI inference: SGE creates the model-specific transforms during training, SGT applies protection at inference time, and SafeClaw extends this to agentic workflows. The company also provides vertical solutions for AI Factories, Financial Services, Technology companies, and Defense/Government sectors.
Differentiator
Problem solved
Functional benefit
Products and services
- Stained Glass Transform (SGT) Inference privacy layer that converts sensitive input data into stochastic representations at the data owner's trust boundary; software-only artifact requiring no model retraining or specialized hardware, sold to enterprise AI/IT teams and AI factory operators.
- Stained Glass Engine (SGE) Software used to create Stained Glass Transforms; given a target AI model and representative training dataset, it produces an SGT artifact paired with that model via PyTorch hooks and API calls. Sold to ML engineers and data science teams.
- SafeClaw Product for building AI agents on sensitive data with zero exposure; provides private tool calling for agentic AI workflows, protecting tool schemas, arguments, and outputs with end-to-end privacy via hosted SGT Proxy. Sold to enterprise developer teams building agentic applications.
- Stained Glass Proxy Forward proxy that accepts OpenAI Chat Completions API requests, transforms prompt content using SGT, and forwards transformed prompt embeddings to downstream inference servers; enables drop-in private inference deployment for enterprise AI teams.
- AI Factory Solutions (Enterprise AI, Sovereign AI, AI-as-a-Service) Vertical solution bundle for multi-tenant AI factory operators, sovereign AI deployments, and managed AI service providers that delivers private inference on shared GPU infrastructure without hardware isolation. Sold to AI factory operators, government/defense agencies, and MSPs/telcos.
- Trustworthy AI Factory Blueprint (with HPE) Joint validated reference architecture with HPE that combines HPE Private Cloud AI infrastructure with Stained Glass Transform to deliver trustworthy, multi-tenant AI factory deployments. Sold jointly to enterprise and government buyers via HPE.
Quantifiable outcome
- GPU utilization increases from 20-40% to 90% with shared infrastructure
- +8 more outcomes
Companies that use Protopia AI
Customer profileNamed customers7 records
Segments5 records
Ideal customer profiles1 record
Protopia AI technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration10 records
AI capability12 records
Feature4 records
Protopia AI partnerships and signals
Strategic signalPartnerships
Seven partnerships are on record, tiered flagship and core.
- Hewlett Packard Enterprise (HPE)flagshipValidated Trustworthy AI Factory blueprint combining HPE Private Cloud AI with Protopia Stained Glass Transform. Protopia AI is member of HPE Unleash AI program. Joint AI Experience Center with MGT for SLED markets on HPE infrastructure.
- NetAppcoreJoint solution for secure inference on FSx for NetApp ONTAP and AWS. NetApp serves as technology partner providing data infrastructure integrated with Protopia's Stained Glass Transform for privacy-preserving AI on sensitive file-based content.
- Amazon Web Services (AWS)coreProtopia Stained Glass available on AWS Marketplace and integrated with SageMaker and Bedrock. AWS customers can deploy Llama 3.1 8B-Instruct models with SGT support for private inference.
- Oracle Cloud Infrastructure (OCI)coreOracle Cloud integration for secure LLM deployment. Protopia AI enables enterprise customers to use LLMs on OCI with data privacy protection through Stained Glass Transform.
- World Wide Technology (WWT)coreWWT's ARMOR Framework integrated with Protopia Stained Glass for AI security and governance. WWT's Advanced Technology Center hosts proof-of-concept deployments. Joint whitepaper and technical collaboration on private inference.
- MGTcoreMGT, Protopia AI, and HPE launched national AI Experience Center for SLED agencies. MGT serves as system integrator deploying Protopia technology as managed service for state, local, and education government customers.
- NVIDIAcoreProtopia Stained Glass integrates with NVIDIA infrastructure including NIM microservices, Triton Inference Server, TensorRT, and DGX platforms. SGT runs on NVIDIA GPUs using TensorRT acceleration. Validated reference architecture for private inference on NVIDIA AI Factory.
Scale indicators7 records
Recent moves6 records
Expansion highlights5 records
Protopia AI competitors and assessment
Company assessmentDirect peers
- Enveil: Enveil provides encrypted search and machine learning using homomorphic encryption and secure enclaves. It is the closest direct competitor to Protopia in privacy-preserving inference, addressing the same buyer need of running analytics/AI on sensitive data without exposing plaintext.
- Duality Technologies: Duality Technologies builds homomorphic encryption-based secure data collaboration and AI/ML on encrypted data. It targets regulated enterprises in financial services, healthcare, and government — directly overlapping Protopia's core use cases.
- Opaque Systems: Opaque Systems offers a confidential AI platform combining confidential computing with policy-enforced data access for AI/ML workflows. It competes head-to-head with Protopia for multi-tenant AI factory deployments on shared infrastructure.
- TripleBlind: TripleBlind provides privacy-preserving AI operations including federated learning and encrypted inference. It targets enterprises and AI-as-a-Service providers seeking to monetize sensitive data without exposing it — a directly comparable offering to Protopia's SGT.
- Private AI: Private AI delivers privacy-preserving ML APIs for PII redaction, anonymization, and de-identification across text, images, and audio. It is comparable to Protopia on the privacy-preserving data transformation axis, especially for consumer-grade and developer use cases.
Emerging players
- Zama: Zama builds open-source fully homomorphic encryption libraries (Concrete, TFHE-rs) and tooling for AI/ML on encrypted data. While more developer-tooling focused, it competes with Protopia in the cryptographic-approach to private inference space.
- Oblivious: Oblivious combines confidential computing enclaves with AI workloads for privacy-preserving computation. It targets similar regulated-data and shared-infrastructure use cases as Protopia.
- Skyflow: Skyflow provides a data privacy vault and tokenization layer for sensitive customer data used in AI workflows. It is adjacent to Protopia — addressing the same buyer problem of sensitive data in AI but via vault/tokenization rather than stochastic transformation.
- Vaultree: Vaultree delivers searchable encryption and encrypted AI/analytics tooling. It competes in the encrypted-data-for-AI category alongside Protopia, though its primary angle is encryption-at-rest with computation rather than inference-time stochastic transforms.
Broad incumbents
- Securiti: Securiti is a unified data security, privacy, and governance platform with AI governance and sensitive-data discovery modules. It is a broader incumbent that increasingly addresses the same AI-data-protection buyer Protopia targets, especially in regulated enterprises.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat6 records
Key risks6 records
Key highlights7 records
Customer concentration
Protopia AI social profiles
Digital presenceProtopia AI financial estimates
Financial estimateRevenue estimate
Valuation estimate
Protopia AI leadership team
Management profileNumber of profiles
Profiles6 records
Protopia AI funding detail
Funding detailFunding overview
Funding rounds5 records
Investors6 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Protopia AI M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Protopia AI
What does Protopia AI do?
Protopia AI sells Stained Glass Transform (SGT), a software-only inference privacy layer that converts sensitive input data into stochastic representations at the data owner's trust boundary so that AI models process randomized embeddings instead of plaintext. The Stained Glass Engine is used to create these model-paired transforms, while the Stained Glass Proxy and SafeClaw extend the capability to OpenAI-compatible APIs and agentic AI workflows, enabling secure multi-tenant inference across text, code, tabular, image, and video modalities.
Is Protopia AI a public or private company?
Protopia AI is a private company. It is classified as venture growth investor backed and is currently operating.
When was Protopia AI founded?
Protopia AI was founded in 2020. It employs 11 to 50 people.
Where is Protopia AI based?
Protopia AI is headquartered in Austin, United States, in the North America region.
How does Protopia AI make money?
Two revenue lines are on record. Software Licensing is the primary driver. The others are partner Integration Revenue.
Who are Protopia AI's main competitors?
Direct peers on record are Enveil, Duality Technologies, Opaque Systems, TripleBlind and Private AI. Emerging players are Zama, Oblivious, Skyflow and Vaultree. Securiti is listed as a broad incumbent.
Does Protopia AI have an API?
Yes. Protopia AI offers an SGT API that accepts requests in the OpenAI Chat Completions API specification, transforms prompt content using Stained Glass Transform, and forwards transformed prompt embeddings to downstream inference servers. The Stained Glass Proxy serves as a forward proxy accepting OpenAI-compatible API requests. Additionally, SafeClaw provides an API for building AI agents on sensitive data with zero exposure, with automatic API key generation - no sales call required. Documentation available at docs.protopia.ai with tutorials for Pydantic AI integration. Developer documentation is at docs.protopia.ai.
What industry is Protopia AI in?
Protopia AI's product category is Privacy-Preserving AI Inference Software. Its primary akta.pro industry code is HDAAAKAL, Audit, Explainability & Accountability Tooling (traceability, reporting), with a secondary code of HDAAAKAC, Model Security Testing & Red Teaming (adversarial ML, jailbreaks).