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.
LatticeFlow AI inventories an enterprise's AI systems, runs technical evaluations and red-team scans, and turns the results into audit-ready EU AI Act evidence. It spun out of ETH Zurich in 2020 to debug computer-vision models and repositioned around AI governance. Its edge is academic credibility a rival cannot quickly assemble. The founders are ETH Zurich professors and researchers, and the team co-authored COMPL-AI, an early technical translation of the EU AI Act covered by TechCrunch. Its named customers, the banking AI maker Unique and the Swiss utility Axpo, are European, with the banking and hiring engagements regulation-driven, and a March 2026 SAP partnership put the platform on the SAP Store. Most defensible for EU-regulated buyers, the open test being adoption outside that pull.
| Description | LatticeFlow AI is a Swiss AI governance company whose platform discovers an organization's AI systems, runs technical evaluations and automated red-team security scans, and maps the evidence to 20+ compliance frameworks. | [f1] |
|---|---|---|
| Founded | 2020 | [f2] |
| HQ | Zurich, Switzerland | [f3] |
| Funding | $14.8M total | [f4] |
| Latest funding | Series A ($12M, October 2022) | [f3] |
| Product | What it does |
|---|---|
| LatticeFlow AI Platform | AI governance platform that discovers AI systems, runs 100+ ready-to-run evaluations and automated red-team security scans, and generates audit-ready evidence mapped to 20+ governance frameworks. |
| AI Atlas | Free public registry that maps AI frameworks, standards, and regulations to ready-to-run evaluations, giving teams a shared reference for selecting and running framework-aligned assessments. |
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. |
The LatticeFlow AI Platform discovers AI models and agentic systems, runs evaluations and automated red-team scans mapped to the EU AI Act, NIST, OWASP, and MITRE, and continuously monitors risk to produce audit-ready governance evidence. These capabilities are mapped to the AI Defense Matrix. [f5]
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. | 3/5 |
| 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. | 4/5 |
| GTM Proof Evidence of actual traction (customers, revenue signals, partnerships) beyond stated intentions. | 3/5 |
| 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. | 4/5 |
| Incumbent Defensibility How vulnerable the core value proposition is to absorption as a feature by a platform vendor. | 3/5 |
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A closer look at the company's product strategy, measuring how defensible it is against market forces and examining the eight areas behind it.
pivot urgently
| 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. | 2/3 |
| 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 | https://latticeflow.ai/platform | official | 2026-06-25 |
| f2 | TechCrunch: LatticeFlow raises $12M to eliminate computer vision blind spots | press | 2026-06-25 |
| f3 | FinSMEs: LatticeFlow Raises $12M in Series A Funding | press | 2026-06-25 |
| f4 | startupticker.ch: LatticeFlow raises $12M to fix AI data and model errors | press | 2026-06-25 |
| f5 | AI Defense Matrix Catalog: LatticeFlow AI product entry | official | 2026-06-25 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | LatticeFlow AI platform page: discovery, evaluations, security testing, monitoring “The LatticeFlow AI Platform enables continuous monitoring and risk interpretation through integrated discovery, evaluations, and security testing.” | official | 2026-06-25 |
| s2 | LatticeFlow AI platform page: 20+ frameworks, 100+ ready-to-run evaluations “LatticeFlow AI includes 20+ customizable governance frameworks and 100+ ready-to-run evaluations mapped to standards like OWASP and MITRE.” | official | 2026-06-25 |
| s3 | TechCrunch: LatticeFlow raises $12M Series A, ETH Zurich spin-out 2020 “LatticeFlow, a startup that was spun out of Zurich's ETH in 2020 ... the company currently has more than 10 customers ... including a number of large enterprises like Siemens and organizations like the Swiss Federal Railways.” | press | 2026-06-25 |
| s4 | LatticeFlow AI about page: ETH Zurich founders and leadership “We are leading AI professors and researchers from ETH Zurich ... Dr. Petar Tsankov Co-founder and CEO. Dr. Pavol Bielik Co-founder and CTO. Prof. Dr. Martin Vechev Co-founder. Prof. Dr. Andreas Krause Co-founder and Scientific Advisor.” | official | 2026-06-25 |
| s5 | LatticeFlow AI news: SAP partnership, platform on SAP Store “LatticeFlow AI ... today announced a partnership with SAP ... businesses that use SAP solutions can gain access to LatticeFlow AI platform which is now available on SAP Store. As the creator of COMPL-AI, the world's first EU AI Act framework for Generative AI developed with ETH Zurich and INSAIT.” | official | 2026-06-25 |
| s6 | LatticeFlow AI news: mention in inaugural Gartner Magic Quadrant for AI Governance Platforms “LatticeFlow AI, a Swiss deep-tech company specializing in AI trust, risk, and security management, today announced its mention in the inaugural 2026 Gartner Magic Quadrant for AI Governance Platforms.” | official | 2026-06-25 |
| s7 | LatticeFlow AI customer story: Unique AI FINMA-aligned banking blueprint “The blueprint we developed with LatticeFlow AI reflects our commitment to building AI that meets the expectations of Switzerland's highly regulated financial sector. - Dr. Sina Wulfmeyer Chief Data Officer at Unique AI.” | official | 2026-06-25 |
| s8 | LatticeFlow AI customer stories: PastaHR, Axpo, Unique “PastaHR partnered with LatticeFlow AI to validate JobFit against EU AI Act requirements ... LatticeFlow AI partnered with Axpo, Switzerland's largest renewable energy provider, to assess and mitigate AI risk by detecting hidden model blind spots.” | official | 2026-06-25 |
| s9 | LatticeFlow AI news: AI Atlas public registry launch “AI Atlas ... a public registry of AI governance frameworks mapped to ready-to-run technical evaluations ... builds on LatticeFlow AI's work in AI risk control and COMPL-AI, the first framework to translate the EU AI Act into concrete technical requirements for generative AI models.” | official | 2026-06-25 |
| s10 | startupticker.ch: LatticeFlow Series A brings total funding to $14.8M “The ETH Zurich spin-off, founded in 2020 ... announced a $12 million Series A funding round ... The new investment brings LatticeFlow's total funding to $14.8 million.” | press | 2026-06-25 |
| s11 | Adversa AI homepage: continuous red teaming for custom AI agents “Adversa AI delivers continuous red teaming and remediation for the custom AI agents your business runs on.” | official | 2026-06-25 |
| s12 | Giskard homepage: open-source AI evaluation and red-teaming “Giskard ... testing of AI models for hallucination, prompt injection, and security flaws.” | official | 2026-06-25 |
| s13 | TechCrunch: LatticeFlow COMPL-AI benchmarks Big AI compliance with the EU AI Act “LatticeFlow AI, a spinout from public research university ETH Zurich, which is focused on AI risk management and compliance ... published what it's touting as the first technical interpretation of the EU AI Act ... a long-term collaboration between ETH Zurich and Bulgaria's INSAIT.” | press | 2026-06-25 |
| s14 | arXiv preprint: COMPL-AI Framework, a technical interpretation and LLM benchmarking suite for the EU AI Act “COMPL-AI Framework: A Technical Interpretation and LLM Benchmarking Suite for the EU Artificial Intelligence Act.” | research | 2026-06-25 |
| s15 | LatticeFlow AI platform page: SaaS and self-hosted deployment, SOC 2 Type 2 audited “Deploy Your Way ... SaaS ... SOC 2 Type 2 audited, your data stays private ... Self-Hosted.” | official | 2026-06-25 |
| s16 | AI Defense Matrix Catalog: LatticeFlow AI deployment and attestations “Deployment: SaaS, Self-hosted. Compliance attestations: SOC 2 Type 1.” | official | 2026-06-25 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | LatticeFlow AI platform page: discovery, evaluations, security testing, monitoring “The LatticeFlow AI Platform enables continuous monitoring and risk interpretation through integrated discovery, evaluations, and security testing.” | official | 2026-06-25 |
| s2 | LatticeFlow AI platform page: 20+ frameworks, 100+ ready-to-run evaluations, deployment “LatticeFlow AI includes 20+ customizable governance frameworks and 100+ ready-to-run evaluations mapped to standards like OWASP and MITRE ... Audit-ready evidence mapped to 20+ frameworks (EU AI Act, NIST, ISO,...) ... SaaS ... SOC 2 Type 2 audited, your data stays private.” | official | 2026-06-25 |
| s3 | LatticeFlow AI platform page: how it differs, generated evaluators, remediation “LatticeFlow AI ... combining app-specific evaluations and adversarial testing before launch with continuous production monitoring afterward ... it generates evaluators tailored to your use case and translates results into clear risk interpretations, remediation steps, and audit-ready documentation.” | official | 2026-06-25 |
| s4 | LatticeFlow AI about page: ETH Zurich founders and leadership “We are leading AI professors and researchers from ETH Zurich ... Dr. Petar Tsankov Co-founder and CEO. Dr. Pavol Bielik Co-founder and CTO. Prof. Dr. Martin Vechev Co-founder. Prof. Dr. Andreas Krause Co-founder and Scientific Advisor.” | official | 2026-06-25 |
| s5 | LatticeFlow AI news: SAP partnership, platform on SAP Store, COMPL-AI creator “businesses that use SAP solutions can gain access to LatticeFlow AI platform which is now available on SAP Store. As the creator of COMPL-AI, the world's first EU AI Act framework for Generative AI developed with ETH Zurich and INSAIT, the company combines Swiss precision with scientific rigor.” | official | 2026-06-25 |
| s6 | LatticeFlow AI news: mention in inaugural Gartner Magic Quadrant for AI Governance Platforms “LatticeFlow AI, a Swiss deep-tech company specializing in AI trust, risk, and security management, today announced its mention in the inaugural 2026 Gartner Magic Quadrant for AI Governance Platforms.” | official | 2026-06-25 |
| s7 | LatticeFlow AI customer story: Unique AI FINMA-aligned banking blueprint “The blueprint we developed with LatticeFlow AI reflects our commitment to building AI that meets the expectations of Switzerland's highly regulated financial sector. - Dr. Sina Wulfmeyer Chief Data Officer at Unique AI.” | official | 2026-06-25 |
| s8 | LatticeFlow AI customer stories: PastaHR, Axpo, Unique “PastaHR partnered with LatticeFlow AI to validate JobFit against EU AI Act requirements ... LatticeFlow AI partnered with Axpo, Switzerland's largest renewable energy provider, to assess and mitigate AI risk by detecting hidden model blind spots.” | official | 2026-06-25 |
| s9 | LatticeFlow AI news: AI Atlas public registry launch “AI Atlas ... a public registry of AI governance frameworks mapped to ready-to-run technical evaluations ... builds on LatticeFlow AI's work in AI risk control and COMPL-AI, the first framework to translate the EU AI Act into concrete technical requirements for generative AI models.” | official | 2026-06-25 |
| s10 | TechCrunch: LatticeFlow COMPL-AI benchmarks Big AI compliance with the EU AI Act “LatticeFlow AI, a spinout from public research university ETH Zurich, which is focused on AI risk management and compliance ... published what it's touting as the first technical interpretation of the EU AI Act ... a long-term collaboration between ETH Zurich and Bulgaria's INSAIT.” | press | 2026-06-25 |
| s11 | arXiv preprint: COMPL-AI Framework, a technical interpretation and LLM benchmarking suite for the EU AI Act “COMPL-AI Framework: A Technical Interpretation and LLM Benchmarking Suite for the EU Artificial Intelligence Act.” | research | 2026-06-25 |
| s12 | startupticker.ch: LatticeFlow Series A brings total funding to $14.8M, founded 2020 “The ETH Zurich spin-off, founded in 2020 ... announced a $12 million Series A funding round ... The new investment brings LatticeFlow's total funding to $14.8 million.” | press | 2026-06-25 |
| s13 | AI Defense Matrix Catalog: LatticeFlow AI deployment and attestations “Deployment: SaaS, Self-hosted. Compliance attestations: SOC 2 Type 1. Discovers AI assets, runs 100+ evaluations mapped to 20+ frameworks such as the EU AI Act and NIST, scans for vulnerabilities via automated red-teaming aligned with OWASP and MITRE.” | official | 2026-06-25 |
| s14 | Adversa AI homepage: continuous red teaming for custom AI agents “Adversa AI delivers continuous red teaming and remediation for the custom AI agents your business runs on.” | official | 2026-06-25 |
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