All analysis was generated autonomously, without human review. Scores are analytical opinions drawn from the cited public sources, without hands-on testing. They are not audits, certifications, investment reports, purchasing advice, or evaluations of quality.
EQTY Lab gives regulated buyers a cryptographic way to prove where their AI came from, certifying the lineage of AI data, models, and agents and recording it on a shared ledger that cannot be edited after the fact. It built this with Intel and NVIDIA, whose secure chips produce the tamper-proof records. That partnership is its biggest credential and its open question: the record shows both supplying foundations and collaborating, silent on what they might build themselves. RSA 2025 named EQTY a top 10 finalist, and its site presents Masdar and Hala Systems as customer stories, ADQ as a partnership, Stability AI as a collaboration. Those references all come from EQTY's own site and none discloses revenue or scale, so the demonstrated demand still trails the strength of the technology.
| Description | EQTY Lab builds the AI Integrity Suite, which uses cryptography to certify the lineage of AI data, models, and agents and to enforce binding governance policies at runtime across the AI supply chain. | [f1] |
|---|---|---|
| Founded | 2022 | [f2] |
| HQ | Los Angeles, California, United States | [f2] |
| Product | What it does |
|---|---|
| AI Integrity Suite | Cryptographic governance suite that certifies lineage and enforces policies for AI data, models, and agents. |
| Governance Studio | Control plane to express, audit, and remediate AI governance controls at runtime with AI agents. |
| Verifiable Compute | Hardware-based framework that notarizes AI training and inference and issues audit and lineage certificates. |
AI Defense Matrix
| Govern | Identify | Protect | Detect | Respond | Recover | |
|---|---|---|---|---|---|---|
| AI-Workload Platforms Inference servers, training platforms, vector DB platforms, and the model-loading supply chain. | ||||||
| AI Orchestration Tools Agentic orchestration tools, plus their plugins, skills, hooks, system prompts, scaffolding, harnesses, configuration settings, and MCP clients on user devices. | ||||||
| AI-Generated Code Code produced by AI tools, AI-assisted reviews, AI-generated infrastructure-as-code and tests, and vibe-coded apps that bypass CI/CD. | ||||||
| AI Gateways & Routers MCP proxies and gateways, LLM routers, outbound AI-service traffic, shadow AI egress, and model-registry traffic. | ||||||
| AI Model Model weights, fine-tuning checkpoints, model cards, registries, AIBOM, and the third-party LLMs your enterprise consumes. | ||||||
| Training Data Datasets used for training, fine-tuning, and continued learning. | ||||||
| Runtime AI Data User prompts, inference inputs, RAG content, vector DB content, persistent agent memory, and interaction history. | ||||||
| AI Agent Identities AI agents as non-human principals, plus credentials, keys, permission scopes, service accounts, and delegation chains across agents and tools. |
EQTY Lab's AI Integrity Suite certifies the lineage of AI models and training data, enforces governance policies with Governance Studio and the hardware-based Verifiable Compute framework, and governs AI agents at runtime with AI Guardian. These capabilities are mapped to the AI Defense Matrix. [f1]
How well the company can compete in its security market, scored across eight dimensions against public evidence.
| Dimension | Score |
|---|---|
| Problem Clarity How precisely the company defines its problem, with evidence the problem exists at the scale claimed. | 4/5 |
| Capability Depth How specific the technical capabilities are, with evidence beyond marketing claims such as docs, demos, and third-party validation. | 4/5 |
| Market Timing Whether the market is ready for this product, with evidence that buyers are actively seeking solutions. | 4/5 |
| Team Credibility Demonstrated domain expertise with public signals such as prior exits, publications, and industry recognition. | 3/5 |
| GTM Proof Evidence of actual traction (customers, revenue signals, partnerships) beyond stated intentions. | 4/5 |
| Funding Efficiency Whether funding matches go-to-market ambition, with signs of capital-efficient growth. | 3/5 |
| Category Clarity Whether the company creates or fits a recognizable category that buyers can quickly place in their stack. | 3/5 |
| Incumbent Defensibility How vulnerable the core value proposition is to absorption as a feature by a platform vendor. | 3/5 |
Unlock the Full Analysis
The reasoning for the scores, the strategy deep dive, the business risks, and more. AI access comes with the purchase, so your AI tools can read the full profile too. You keep 12 months of access.
One-time purchase: $20 per profile.
UnlockReading several? Unlock the entire catalog.
A closer look at the company's product strategy, measuring how defensible it is against market forces and examining the eight areas behind it.
reinforce or reposition
| Dimension | Score |
|---|---|
| Value Delivery Does the product sell software as the product, or judgment, trust, or accountability with software as the delivery mechanism. | 1/3 |
| Switching Cost How expensive leaving is for a customer: data portability, integrations, learned workflows, network effects, regulatory data residency. | 2/3 |
| Compliance Moat Whether certifications, liability acceptance, or audit trails block an easy replacement. | 1/3 |
| Problem Complexity Whether the product requires ML, optimization, real-time systems, or years of specialized expertise. | 3/3 |
| Buyer Profile Whether buyers are SMB operators, mid-market IT teams, or regulated enterprises and governments with procurement gates. | 3/3 |
| Layer Whether the product is an end-user application, a platform with application features, or infrastructure other applications depend on. | 2/3 |
| Proprietary Data, Content, or IP Whether the product accumulates datasets, content licenses, or IP that a rival cannot recreate from scratch. | 1/3 |
Unlock the Full Analysis
The reasoning for the scores, the strategy deep dive, the business risks, and more. AI access comes with the purchase, so your AI tools can read the full profile too. You keep 12 months of access.
One-time purchase: $20 per profile.
UnlockReading several? Unlock the entire catalog.
| Id | Source | Tier | Accessed |
|---|---|---|---|
| f1 | EQTY Lab: Verifiable AI Governance | official | 2026-07-03 |
| f2 | NSFOCUS: RSAC 2025 Innovation Sandbox EQTY Lab analysis | research | 2026-07-03 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | EQTY Lab homepage (AI Integrity Suite: AI Guardian, Governance Studio, Lineage Explorer) “Align and control Data Models Agents at runtime. Optimize your AI supply chain with binding policies, certified lineage, and continuous assurance.” | official | 2026-07-03 |
| s2 | EQTY Lab about page (AI Integrity mission) “Our mission is to ensure every AI system is transparent and secure for a safer, smarter future. In a word, we call this AI Integrity.” | official | 2026-07-03 |
| s3 | EQTY Lab Governance Studio (Databricks and ServiceNow integrations) “EQTY integrates across Delta Lake, Unity Catalog, and MLflow to create interoperable and persistent records of integrity for the important work done throughout the Databricks ecosystem.” | official | 2026-07-03 |
| s4 | EQTY Lab introduces Verifiable Compute (Intel and NVIDIA) “EQTY Lab announced today the release of the Verifiable Compute AI framework, the first hardware-based solution to govern and audit AI workflows. Built on new trusted execution frameworks from Intel (NASDAQ: INTC) and NVIDIA (NASDAQ: NVDA).” | official | 2026-07-03 |
| s5 | EQTY Lab customer story (Hala Systems) “EQTY Lab and Hala Systems use AI agents to support European prosecutors in their mission to bring justice to Ukraine.” | official | 2026-07-03 |
| s6 | RSA Conference Innovation Sandbox 2025 top 10 finalists list naming EQTY Lab “EQTY Lab pioneers solutions that accelerate trust in AI. The AI Integrity Suite applies cryptography to ensure that the governance of AI agents is accountable and verifiable. With applications in the public sector, life sciences, and finance, EQTY Lab is at the forefront of enabling AI innovation.” | press | 2026-07-03 |
| s7 | NSFOCUS technical analysis of EQTY Lab (full-stack architecture) “building a complete trusted AI technology stack from the hardware layer (in cooperation with Intel and NVIDIA), cryptographic middleware to application layer governance tools.” | research | 2026-07-03 |
| s8 | The New Stack on AI data provenance (MIT Data Provenance Initiative) “MIT's Data Provenance Initiative audit of more than 1,800 datasets found that companies can't reliably track where their AI training data comes from.” | press | 2026-07-03 |
| s9 | EQTY Lab Verifiable Compute press release (first clients) “Delivered this month to first clients with transformative applications across the life sciences, public sector, finance, and media to certify smarter, safer AI systems and agents.” | official | 2026-07-03 |
| s10 | NSFOCUS analysis, founder Jonathan Dotan and Starling Lab “Jonathan Dotan is the founding director of the Starling Lab at Stanford University and the University of Southern California ... And founded EQTY Lab in 2022.” | research | 2026-07-03 |
| s11 | The New Stack on EQTY Lab Verifiable Compute mechanism “Verifiable Compute that EQTY Lab created with Intel and NVIDIA to isolate sensitive AI operations and create tamper-proof records of every data object and code used in AI training and inference ... recorded on a distributed ledger such as open source Hedera.” | press | 2026-07-03 |
| s12 | Probe of EQTY Lab trust surfaces via curl 2026-07-03 (homepage footer, /trust /security /compliance /trust-center paths, trust. and security. subdomains) “No SOC 2, ISO, or other company attestation badge or trust portal found; footer and probed paths return no certification and the trust and security subdomains do not resolve.” | official | 2026-07-03 |
| s13 | EQTY Lab homepage customer stories (Masdar, ADQ, Stability AI) “Customer story Verifiable Knowledge Base with Masdar. Masdar deploys EQTY's Verifiable RAG to Authenticate AI-powered Insights ... ADQ Partnership Brings Climate Solutions to UAE ... EQTY Lab brings Verifiable Compute to Stability AI and Princeton University.” | official | 2026-07-03 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | EQTY Lab homepage (AI Integrity Suite: AI Guardian, Governance Studio, Lineage Explorer) “Align and control Data Models Agents at runtime. Optimize your AI supply chain with binding policies, certified lineage, and continuous assurance.” | official | 2026-07-03 |
| s2 | EQTY Lab about page (AI Integrity mission) “Our mission is to ensure every AI system is transparent and secure for a safer, smarter future. In a word, we call this AI Integrity.” | official | 2026-07-03 |
| s3 | EQTY Lab Governance Studio (Databricks and ServiceNow integrations) “EQTY integrates across Delta Lake, Unity Catalog, and MLflow to create interoperable and persistent records of integrity for the important work done throughout the Databricks ecosystem.” | official | 2026-07-03 |
| s4 | EQTY Lab introduces Verifiable Compute (Intel and NVIDIA) “EQTY Lab announced today the release of the Verifiable Compute AI framework, the first hardware-based solution to govern and audit AI workflows. Built on new trusted execution frameworks from Intel (NASDAQ: INTC) and NVIDIA (NASDAQ: NVDA).” | official | 2026-07-03 |
| s5 | EQTY Lab customer story (Hala Systems) “EQTY Lab and Hala Systems use AI agents to support European prosecutors in their mission to bring justice to Ukraine.” | official | 2026-07-03 |
| s6 | RSA Conference Innovation Sandbox 2025 top 10 finalists list naming EQTY Lab “EQTY Lab pioneers solutions that accelerate trust in AI. The AI Integrity Suite applies cryptography to ensure that the governance of AI agents is accountable and verifiable. With applications in the public sector, life sciences, and finance, EQTY Lab is at the forefront of enabling AI innovation.” | press | 2026-07-03 |
| s7 | NSFOCUS technical analysis of EQTY Lab (full-stack architecture) “building a complete trusted AI technology stack from the hardware layer (in cooperation with Intel and NVIDIA), cryptographic middleware to application layer governance tools.” | research | 2026-07-03 |
| s8 | The New Stack on AI data provenance (MIT Data Provenance Initiative) “MIT's Data Provenance Initiative audit of more than 1,800 datasets found that companies can't reliably track where their AI training data comes from.” | press | 2026-07-03 |
| s9 | EQTY Lab Verifiable Compute press release (first clients) “Delivered this month to first clients with transformative applications across the life sciences, public sector, finance, and media to certify smarter, safer AI systems and agents.” | official | 2026-07-03 |
| s10 | NSFOCUS analysis, founder Jonathan Dotan and Starling Lab “Jonathan Dotan is the founding director of the Starling Lab at Stanford University and the University of Southern California ... And founded EQTY Lab in 2022.” | research | 2026-07-03 |
| s11 | The New Stack on EQTY Lab Verifiable Compute mechanism “Verifiable Compute that EQTY Lab created with Intel and NVIDIA to isolate sensitive AI operations and create tamper-proof records of every data object and code used in AI training and inference ... recorded on a distributed ledger such as open source Hedera.” | press | 2026-07-03 |
| s12 | Probe of EQTY Lab trust surfaces via curl 2026-07-03 (footer, /trust /security /compliance /trust-center paths, trust. and security. subdomains) “No SOC 2, ISO, or other company attestation badge or trust portal found; footer and probed paths return no certification and the trust and security subdomains do not resolve.” | official | 2026-07-03 |
| s13 | EQTY Lab homepage customer stories (Masdar, ADQ, Stability AI) “Customer story Verifiable Knowledge Base with Masdar. Masdar deploys EQTY's Verifiable RAG to Authenticate AI-powered Insights ... ADQ Partnership Brings Climate Solutions to UAE ... EQTY Lab brings Verifiable Compute to Stability AI and Princeton University.” | official | 2026-07-03 |
This site is an experimental research aid created by Zeltser Security Corp. All its data gathering and analysis was performed autonomously without human review, and it can contain errors of fact, interpretation, and judgment that a human reviewer might catch.
The analyses are statements of opinion, not statements of fact. Machine analysis produced the scores, summaries, and matrix placements by weighing the public sources each page cites, and reasonable people can weigh the same sources differently. Where a page states a fact, it cites the public source and the date it was checked, and the statement is only as accurate as that source. Unless a profile expressly says otherwise, the analysis involves no hands-on testing and no independent validation of any company's products or services.
Nothing here is professional, security, legal, financial, investment, or purchasing advice, and nothing here is a recommendation to invest in, do business with, or avoid any company. Inclusion of a company is not an endorsement, and absence of a company is not a judgment about it. Reading this site creates no advisory or client relationship. Verify any detail you plan to act on against the vendor's current materials.
The content is provided "as is" and "as available," with all warranties disclaimed, express or implied, including merchantability, fitness for a particular purpose, accuracy, and non-infringement. No entry is warranted to be complete, current, or correct. Companies change, vendors update their claims, sources can be wrong, and automated analysis can misread them.
To the fullest extent permitted by law, the operator, Zeltser Security Corp, is not liable for any damages that arise from using this site or relying on its content, including direct, indirect, incidental, special, and consequential damages and lost profits, even if advised that such damages were possible. If you are dissatisfied with the site or disagree with these terms, your remedy is to stop using it.
Entries link to vendor pages, press coverage, and other external sites that Zeltser Security Corp does not control and is not responsible for. A link is not an affiliation with the destination or an endorsement of it. Product and company names and trademarks are the property of their owners, used here nominatively to identify the companies described. Short quotations from cited sources appear for identification and commentary.
Do not republish its content or share access without the operator's permission.