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.
Zscaler acquired Symmetry Systems on May 27, 2026 for $152.9 million in cash. Symmetry sells security and data leaders its DataGuard software, which finds sensitive data across cloud, SaaS and on-premises systems and maps which people and AI agents can reach it. AIGuard, its AI governance product, is in preview. It began in 2019 as a University of Texas at Austin spinout. SecurityWeek reports it raised more than $35 million, and ForgePoint Capital and Prefix Capital led its Series A. Its case studies name Bluescape, Crossbeam and Seven Bridges as customers. Its website lists it among the 2022 Cool Vendors in Data Security from Gartner. Symmetry's technology powers Zscaler's AI Access Graph, so its customers depend on how Zscaler packages and supports that technology.
| Description | Symmetry Systems is a data and AI security company whose platform discovers, classifies, and protects sensitive data across cloud, SaaS, and on-premises stores, and governs how identities and AI agents reach that data. | [f1] |
|---|---|---|
| Acquisition | Zscaler, announced 2026-05-21 | [f2] |
| Founded | 2019 | [f3] |
| HQ | San Mateo, California, USA | [f4] |
| Funding | $35M total | [f5] |
| Latest funding | $17.7M Growth (June 2023) | [f3] |
| Product | What it does |
|---|---|
| Symmetry DataGuard | Data security posture management that discovers, classifies, and monitors sensitive data across clouds, SaaS, and on-premises stores, mapping identities and permissions in a data access graph. |
| Symmetry AIGuard | AI security and governance product that monitors external LLM usage, enterprise copilots, and internal AI services, and governs AI agent identities with permission and blast-radius controls. |
Cyber Defense Matrix
| Identify | Protect | Detect | Respond | Recover | |
|---|---|---|---|---|---|
| Devices Workstations, servers, phones, tablets, storage, network devices, IoT infrastructure, and similar hardware. | |||||
| Applications Software, interactions, and application flows on the devices. | |||||
| Networks Connections and traffic flowing among devices and apps, plus communication paths. | |||||
| Data Content at rest, in transit, or in use across devices, apps, and networks. | |||||
| Users The people using the devices, apps, networks, and data. |
Symmetry DataGuard discovers and classifies sensitive data across clouds, SaaS, and on-premises stores, removes excessive permissions through its identity and data graph, and surfaces toxic access paths and exposure in real time. These capabilities are mapped to the Cyber Defense Matrix. [f1]
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 Coding and Orchestration Tools AI coding tools and agentic orchestration tools on user devices, plus their plugins, skills, hooks, system prompts, scaffolding, harnesses, configuration settings, and MCP clients. | ||||||
| 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 Traffic Paths to external and self-hosted AI services, MCP tool channels, agent-to-agent calls, model-registry downloads, and egress to unapproved AI services. AI gateways, LLM routers, and MCP gateways steer traffic along those paths. The steering decisions and their inputs belong here too: routing policies, MCP server registries, and agent naming and discovery services. | ||||||
| AI Model Model weights, fine-tuning checkpoints, model cards, registries, an AI bill of materials (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. |
Symmetry AIGuard inventories AI agent identities, maps the permissions and data each can reach, and surfaces the agents whose access has become risky. It is mapped to the AI Defense Matrix. [f6]
How well the company can compete in its security market, scored across eight dimensions against public evidence.
| Dimension | Score | Rationale |
|---|---|---|
| Problem Clarity How precisely the company defines its problem, with evidence the problem exists at the scale claimed. | 3/5 | Symmetry names its buyer as the security and data team that must know where sensitive data sits and which human and non-human identities, including AI agents, can reach it. SecurityWeek describes the same pain as tracking sensitive data, reducing exposure and passing compliance audits, and no non-vendor source in the reviewed set sizes that pain. [s1, s3, s5] |
| Capability Depth How specific the technical capabilities are, with evidence beyond marketing claims such as docs and third-party validation. | 3/5 | Symmetry's pages detail an identity and data graph built from access logs, more than 400 sensitive data identifiers, a graph engine it says handles over a million nodes, and DataEnforce remediation. SiliconANGLE summarizes the discovery workflow and SecurityWeek quotes a Trace3 executive on DataGuard, and neither article is a technical evaluation or benchmark. [s1, s2, s3, s4, s5, s9] |
| Market Timing Whether the market is ready for this product, with evidence that buyers are actively seeking solutions. | 3/5 | The enabler is AI copilots and agents that reach enterprise data, which Symmetry addressed with its February 2026 AIGuard launch and Zscaler cited in its May 2026 purchase. The past year's dated signals are vendor moves, Zscaler's purchase and its June 2026 access-graph launch, plus a September 2025 Gartner guide Symmetry displays, with no independent buyer-side signal in the reviewed sources. [s1, s2, s3, s10] |
| Team Credibility Demonstrated domain expertise with public signals such as prior exits, publications, and industry recognition. | 4/5 | Co-founder and CEO Mohit Tiwari is an associate professor at the University of Texas at Austin who holds the Raytheon Company Faculty Fellowship for secure-systems research. He co-authored the 2024 ConfusedPilot paper on attacks against AI retrieval systems, and SecurityWeek reported that he founded Symmetry with his former student Casen Hunger. [s6, s7, s17] |
| GTM Proof Evidence of actual traction (customers, revenue signals, partnerships) beyond stated intentions. | 4/5 | Three named deployments carry the customer record: Bluescape, which began deploying DataGuard in 2020, Crossbeam, which credits it with showing how data was used and by whom, and Seven Bridges, which named Symmetry its vendor of choice. Those case studies are vendor-hosted, so they are Symmetry's own voice, but they establish multiple identifiable deployments. Zscaler's filed acquisition at $152.9 million and the reported product integration supply the independent indirect signal the rung-4 adjustment allows. Scale stays unreported, which is why it is not 5. [s12, s13, s14, s8, s10] |
| Funding Efficiency Whether funding matches go-to-market ambition, with signs of capital-efficient growth. | 4/5 | SecurityWeek put Symmetry's funding above $35 million in 2023, and Zscaler's 10-K records a May 2026 purchase for $152.9 million in cash, about four times the capital raised. The purchase price is evidence of output per dollar deployed, and the reviewed sources contain no revenue, margin or profitability figure, so operating efficiency stays unconfirmed. [s5, s8] |
| Category Clarity Whether the company creates or fits a recognizable category that buyers can quickly place in their stack. | 3/5 | SecurityWeek places the platform in data security posture management and SiliconANGLE places the acquisition in AI agent security, so independent sources put different parts of the company in different categories. Symmetry also markets a vendor-coined data and AI security umbrella and calls AIGuard a standalone AI security and governance product, and Zscaler entered what one report calls an agentic AI market that barely existed a year ago. The category is recognizable, and the company's precise placement still needs vendor explanation. [s5, s9, s10, s3] |
| Incumbent Defensibility How vulnerable the core value proposition is to absorption as a feature by a platform vendor. | 3/5 | Absorption is realized, since Zscaler's AI Access Graph is powered by the acquisition, and that is friction overcome rather than absent. What the record does not show is a structural moat: the filing allocates $31.5 million to developed technology and $3.4 million to customer relationships, both on replacement cost, with goodwill attributed to workforce and synergies. Automatic inventory across cloud, SaaS, on-premises and air-gapped estates is real integration depth, and the DSPM cluster sits at the same rung. [s9, s10, s8] |
Symmetry sells to security and data-governance teams that need to know where sensitive data lives and which identities can reach it. SecurityWeek describes the platform's job in those terms: tracking sensitive data, reducing exposure, supporting security and privacy compliance audits, and addressing insider and third-party risk.
AI agents are a new kind of identity to track. Symmetry's February 2026 AIGuard launch treats agents as identities to inventory and permission-map. Zscaler's acquisition release describes agents working across systems with ephemeral identities and inherited permissions. [s2, s3, s5]
Symmetry ships two products on one graph. DataGuard discovers and classifies sensitive data across clouds, SaaS applications, on-premises stores and air-gapped environments, and SiliconANGLE describes the same workflow of finding records, tagging their sensitivity and watching for unusual access. DataEnforce, part of the platform, revokes excess permissions and enforces policy.
AIGuard, launched in February 2026 as a standalone product available in preview to existing customers, reuses that graph for AI. It monitors external AI model use through proxy integrations and surfaces over-privileged, orphaned and dormant agents, and it draws on the same library of more than 400 sensitive data identifiers. Symmetry added a Claude Code integration and a graph engine the company says handles over a million nodes. [s1, s3, s4, s9]
Symmetry competes in data security posture managementand it publishes comparison pages against Cyera, BigID, Varonis, Microsoft Purview and Sentra. Its differentiation is the identity and data graph that serves both products, so the same map that shows which accounts reach which data also shows which AI agents can.
That graph is now part of Zscaler. Zscaler's 10-K records the May 27, 2026 purchase. Network World reported that Zscaler's AI Access Graph, launched in June 2026, is powered by the acquisition, which brings the technology into Zscaler's zero trust platform. [s1, s5, s8, s10]
Symmetry names Bluescape, Crossbeam and Seven Bridges as customers in its case studies. Bluescape and Crossbeam are software companies of 230-plus and 115 employees, and Seven Bridges is a genomics platform that chose Symmetry to secure clinical data. UKG's chief security officer is quoted endorsing AIGuard in the product's launch release.
Zscaler's purchase put a price on the business. Its 10-K allocated $3.4 million of the $152.9 million price to customer relationships and booked $122.7 million as goodwill attributed to the assembled workforce and expected synergies. The filing assigns far more of the price to goodwill than to the customer book. Symmetry's homepage still offers a free trial. [s1, s3, s8, s12, s13, s14]
Co-founder and CEO Mohit Tiwari brought an academic security research record to Symmetry. The University of Texas at Austin lists him as an associate professor holding the Raytheon Company Faculty Fellowship, researching secure systems from hardware to applications. SecurityWeek reported that he founded the company with Casen Hunger, one of his former students.
Tiwari kept publishing after the founding. He co-authored the 2024 ConfusedPilot paper, which describes attacks that confuse retrieval-augmented AI systems such as Copilot. He led the company through its sale to Zscaler. [s6, s7, s11, s17]
Symmetry offers five deployment models, from a managed SaaS service to customer-hosted, geographically federated and air-gapped installations, so buyers can keep data inside their own environment. Its homepage states that Symmetry is SOC 2 Type II certified.
Symmetry's security and compliance statement says it commissions third-party penetration testing and vulnerability scanning of production systems. Those are self-published statements, so a buyer's diligence would request the SOC 2 report and test results directly. [s1, s16]
| Company | Relationship | Note | Compare |
|---|---|---|---|
| Cyera | competes with | Competes for the same data security posture management buyer, and Symmetry publishes a comparison page against it. | |
| BigID | competes with | Competes for data discovery and classification budgets, and Symmetry publishes a comparison page against it. | |
| Sentra | competes with | Competes for the same data security posture management buyer, and Symmetry publishes a comparison page against it. | |
| Securiti | competes with | Competes for the same data and AI security buyer. | |
| Varonis | competes with | Competes for data access governance budgets, and Symmetry publishes a comparison page against it. |
Add analyzed competitors to compare them side by side with Symmetry Systems.
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
Symmetry's advantage is the engineering behind its graph. The graph links human and non-human identities, including AI agents, to the data each can reach across cloud, SaaS, on-premises and air-gapped stores. That work grew out of university research, and Zscaler's filing tied most of the $152.9 million purchase price to the assembled workforce and expected synergies. Customers who leave would rebuild connectors and policies, which is real friction. Seven Bridges and a defense contractor are regulated buyers among its customers. Since the May 2026 acquisition, Zscaler has announced an AI Access Graph built on that technology.
| Dimension | Score | Rationale |
|---|---|---|
| Value Delivery Does the product sell software as the product, or judgment, trust, or accountability with software as the delivery mechanism. | 1/3 | Symmetry sells DataGuard and AIGuard as software through managed SaaS and customer-controlled deployment models, with DataEnforce automating remediation. The delivered artifact is the software's output, and the reviewed sources describe no expert service sold alongside the code. |
| Switching Cost How expensive leaving is for a customer: data portability, integrations, learned workflows, network effects, regulatory data residency. | 2/3 | Leaving Symmetry means reconnecting its data-store connectors and rebuilding classification and remediation policies, which is integration friction. The cited record documents no network effect, non-portable tuned state or vendor-bound regulatory constraint, and it does not size the migration. |
| Compliance Moat Whether certifications, liability acceptance, or audit trails block an easy replacement. | 1/3 | Symmetry displays a SOC 2 Type II certification for its hosted service and states that it commissions third-party penetration testing, which a funded competitor can also obtain through ordinary enterprise preparation. The reviewed sources mention no product-carried authorization, regulator-mediated validation or retained liability that a replacement would have to obtain. |
| Problem Complexity Whether the product requires ML, optimization, real-time systems, or years of specialized expertise. | 3/3 | Symmetry correlates enterprise access logs into one graph of identities, permissions and data that its engine keeps interactive past a million nodes, real-time systems work built on university research. Zscaler's 10-K valued the developed technology at $31.5 million using a replacement cost approach. |
| Buyer Profile Whether buyers are SMB operators, mid-market IT teams, or regulated enterprises and governments with procurement gates. | 3/3 | Symmetry's case studies present Seven Bridges, a genomics platform securing clinical information under compliance rules, and describe a defense technology company facing CMMC requirements, so regulated buyers appear among its customers. Its other named case-study customers, Bluescape and Crossbeam, are software companies of 115 and 230-plus employees, so its evidenced buyers span regulated and mid-market organizations. |
| Layer Whether the product is an end-user application, a platform with application features, or infrastructure other applications depend on. | 2/3 | Symmetry is a posture and remediation platform that reads access logs beside the systems it protects, so removing it costs visibility and automated fixes without halting the data flows it watches. Zscaler states it will use the graph as the foundation for Zero Trust Exchange policy, a planned dependency the reviewed sources do not document in production. |
| Proprietary Data, Content, or IP Whether the product accumulates datasets, content licenses, or IP that a rival cannot recreate from scratch. | 1/3 | Symmetry's pages describe more than 400 sensitive data identifiers and a graph built from each customer's own access logs, which is a classification technique plus per-customer state. Its security statement refers to a patented isolation approach, but the reviewed sources give no patent number or grant record, and Zscaler's 10-K booked the purchase as developed technology, customer relationships and goodwill. |
Symmetry sells to enterprise security and data-governance teams that need to know where sensitive data lives and which human and machine identities can reach it. Its deployment options, which run from managed SaaS to air-gapped installations, and its case studies in genomics and defense point at buyers with compliance obligations.
The rise of AI agents gave Symmetry an adjacent segment in 2026. The same teams now have to govern what agents can touch, and Symmetry addresses that from one graph through AIGuard, which it launched in preview for existing customers. After the May 2026 acquisition, Zscaler announced Zscaler AI Access Graph, powered by the same technology, for its own buyers.
Symmetry's core asset is an identity and data graph. Zscaler's acquisition release says the graph ingests access logs from SaaS applications, cloud services, data stores and AI systems and correlates them into a map of which identities access which data. DataGuard builds on it to classify data with more than 400 sensitive data identifiers, and DataEnforce revokes excess permissions and enforces policy.
AIGuard, which Symmetry launched in February 2026 as a preview for existing customers, reuses the graph for AI. It monitors external AI model use through proxy integrations and flags agents that are over-privileged, orphaned or dormant. Symmetry added a Claude Code integration that lets engineers query the graph in plain language, and token usage tracking in beta.
Two press accounts describe the workflow. SiliconANGLE covers the discovery, tagging and monitoring steps, and SecurityWeek quotes a Trace3 executive crediting DataGuard with analyzing data objects and identities that traditional tools missed. The reviewed sources include no independent technical evaluation, so buyers have vendor and press descriptions to go on.
Symmetry offered a free trial that promises findings within hours. Its homepage testimonials identify speakers only by role and industry, while its case studies present Bluescape, Crossbeam and Seven Bridges as customers.
Distribution changed with the acquisition. Zscaler bought Symmetry on May 27, 2026 and in June 2026 launched a Zscaler AI Access Graph powered by the technology. Symmetry's own site still markets DataGuard and AIGuard alongside a free trial.
Symmetry's homepage offers a free trial and live risk assessments, and the captured pages contain no price or charging unit.
The acquisition opens a second route to the same technology, because Zscaler announced its AI Access Graph, powered by Symmetry's graph, as part of its own platform.
Symmetry lists five deployment models: Managed SaaS, Outpost in the customer's cloud, In Your Environment, Geographically Federated and Air-Gapped. Symmetry positions the hosted service as the quick route to findings, and the company says it is SOC 2 Type II certified.
The customer-controlled options fit buyers with compliance obligations, such as the defense technology company in Symmetry's case study that faced CMMC requirements. Symmetry's AIGuard release describes platform coverage across cloud environments, SaaS applications, on-premise data stores, legacy systems and air-gapped environments.
Symmetry backs its trust story with deployment choice and self-published attestations. Customers can keep the software inside their own environment, and the homepage states that the hosted service is SOC 2 Type II certified.
Symmetry's security and compliance statement says the company commissions third-party penetration testing and vulnerability scanning of production and internet-facing systems. A buyer's diligence would request the SOC 2 report and the test results directly.
Symmetry's ecosystem is now Zscaler's. Zscaler's 10-K records that it acquired all of Symmetry's equity on May 27, 2026, and ties the purchase to its AI security offerings and its Zero Trust Exchange platform.
Zscaler's plan is to use the graph as the foundation for access policy. Its acquisition release says Zscaler will base Zero Trust Exchange policy on the relationships Symmetry maps. Network World reported the June 2026 launch of Zscaler AI Access Graph, powered by the acquisition. Symmetry's own site still sells DataGuard and AIGuard, and its Claude Code integration exposes the graph to that coding agent.
Symmetry grew out of academic security research. Mohit Tiwari and Casen Hunger incorporated it as a University of Texas at Austin spinout in January 2019, and SecurityWeek describes Hunger as one of Tiwari's former students. Tiwari, an associate professor holding the Raytheon Company Faculty Fellowship, led the company as CEO through its sale.
Tiwari kept a research footing alongside the business. He co-authored the 2024 ConfusedPilot paper on attacks against retrieval-augmented AI systems.
| Id | Source | Tier | Accessed |
|---|---|---|---|
| f1 | Symmetry Systems: About Symmetry Systems | official | 2026-09-21 |
| f2 | Zscaler: press release announcing the intent to acquire Symmetry Systems | official | 2026-09-21 |
| f3 | Wayback Machine: archived capture of the Symmetry Systems About page | official | 2026-09-21 |
| f4 | SiliconANGLE: Zscaler acquires Symmetry Systems to extend its AI agent security capabilities | press | 2026-09-21 |
| f5 | SecurityWeek: Symmetry Systems Raises $17.7M for Data Security Posture Management Platform | press | 2026-09-21 |
| f6 | AI Defense Matrix Catalog mapping | other | 2026-08-21 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | Symmetry Systems: homepage “Fastest path to findings. SOC 2 Type II certified, enterprise-grade security, rapid connector setup.” | official | 2026-09-21 |
| s2 | Zscaler: press release announcing the intent to acquire Symmetry Systems “Zscaler, Inc. (NASDAQ: ZS), the cybersecurity platform for the AI era, today announced the intent to acquire Symmetry Systems, Inc., a pioneer in identity mapping and data access for AI security.” | official | 2026-09-21 |
| s3 | Symmetry Systems: AIGuard launch release “Symmetry Systems, the Data+AI security company, today launched Symmetry AIGuard, a standalone AI security and governance product that gives organizations complete visibility, governance, and control across their entire AI ecosystem” | official | 2026-09-21 |
| s4 | Symmetry Systems: April 2026 platform update release “The Symmetry Identity x Data Graph maps every relationship between human identities, non-human identities, permissions, data stores, and operations across an organization’s cloud environment.” | official | 2026-09-21 |
| s5 | SecurityWeek: Symmetry Systems Raises $17.7M for Data Security Posture Management Platform “Symmetry Systems has raised $17.7 million in an insider funding round that brings the total raised by the data security company to more than $35 million.” | press | 2026-09-21 |
| s6 | SecurityWeek: Data Security Company Symmetry Systems Raises $15 Million “California-based data security company Symmetry Systems on Wednesday announced raising $15 million in a Series A funding round.” | press | 2026-09-21 |
| s7 | arXiv: ConfusedPilot: Confused Deputy Risks in RAG-based LLMs “In this paper, we introduce ConfusedPilot, a class of security vulnerabilities of RAG systems that confuse Copilot and cause integrity and confidentiality violations in its responses.” | research | 2026-09-21 |
| s8 | SEC EDGAR: Zscaler Form 10-K for the fiscal year ended July 31, 2026 “On May 27, 2026, we acquired all outstanding equity of Symmetry Systems, Inc. ("Symmetry"), a technology company, for cash consideration of $ 152.9 million .” | regulatory | 2026-09-21 |
| s9 | SiliconANGLE: Zscaler acquires Symmetry Systems to extend its AI agent security capabilities “San Mateo, California-based Symmetry Systems has built a platform that can automatically create an inventory of a company’s data assets.” | press | 2026-09-21 |
| s10 | Network World: Zscaler launches zero trust platform for agentic AI “In addition to these two new security tools, Zscaler is announcing the Zscaler AI Access Graph, which maps how identities, applications, and data sources connect across the enterprise. This new tool is powered by Zscaler’s recent acquisition of Symmetry Systems.” | press | 2026-09-21 |
| s11 | Symmetry Systems: blog post on joining Zscaler “That is why I am excited to announce that Symmetry Systems is joining forces with Zscaler Inc .” | official | 2026-09-21 |
| s12 | Symmetry Systems: Bluescape case study “CASE STUDY Bluescape Fortifies Their Customer Data With Symmetry ABOUT Industry: Software-as-a-Service, Collaboration Platform Size: 230+ employees” | official | 2026-09-21 |
| s13 | Symmetry Systems: Crossbeam case study “CASE STUDY Crossbeam Leverages DataGuard to Ensure High Level Data Protection ABOUT Industry: Software Development Size: 115 employees” | official | 2026-09-21 |
| s14 | Symmetry Systems: Seven Bridges case study “CASE STUDY Seven Bridges Leverages Symmetry Systems ABOUT Industry: Bioinformatics, SaaS Size: 200-500 employees” | official | 2026-09-21 |
| s15 | Symmetry Systems: defense technology case study “A leading AI-driven defense technology company set out to modernize its data and AI security posture as it scaled operations tied to a major government program.” | official | 2026-09-21 |
| s16 | Symmetry Systems: security and compliance statement “Symmetry Systems, Inc. deploys third-party penetration testing and vulnerability scanning of all production and Internet facing systems on a regular basis.” | official | 2026-09-21 |
| s17 | Texas ECE: faculty profile of Mohit Tiwari “Prof. Mohit Twari is an associate professor and holds the Raytheon Company Faculty Fellowship in the Department of Electrical and Computer Engineering at The University of Texas at Austin,” | research | 2026-09-21 |
| s18 | Wayback Machine: archived capture of the Symmetry Systems About page “Jan 2019 - Innovation Sparks at UT Austin’s Spark Lab. Casen Hunger and Dr. Mohit Tiwari incorporate Symmetry as an official UT Austin spinout.” | official | 2026-09-21 |
| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | Symmetry Systems: homepage “Fastest path to findings. SOC 2 Type II certified, enterprise-grade security, rapid connector setup.” | official | 2026-09-21 |
| s2 | Zscaler: press release announcing the intent to acquire Symmetry Systems “Zscaler, Inc. (NASDAQ: ZS), the cybersecurity platform for the AI era, today announced the intent to acquire Symmetry Systems, Inc., a pioneer in identity mapping and data access for AI security.” | official | 2026-09-21 |
| s3 | Symmetry Systems: AIGuard launch release “Symmetry Systems, the Data+AI security company, today launched Symmetry AIGuard, a standalone AI security and governance product that gives organizations complete visibility, governance, and control across their entire AI ecosystem” | official | 2026-09-21 |
| s4 | Symmetry Systems: April 2026 platform update release “The Symmetry Identity x Data Graph maps every relationship between human identities, non-human identities, permissions, data stores, and operations across an organization’s cloud environment.” | official | 2026-09-21 |
| s5 | SecurityWeek: Symmetry Systems Raises $17.7M for Data Security Posture Management Platform “Symmetry Systems has raised $17.7 million in an insider funding round that brings the total raised by the data security company to more than $35 million.” | press | 2026-09-21 |
| s6 | SecurityWeek: Data Security Company Symmetry Systems Raises $15 Million “California-based data security company Symmetry Systems on Wednesday announced raising $15 million in a Series A funding round.” | press | 2026-09-21 |
| s7 | arXiv: ConfusedPilot: Confused Deputy Risks in RAG-based LLMs “In this paper, we introduce ConfusedPilot, a class of security vulnerabilities of RAG systems that confuse Copilot and cause integrity and confidentiality violations in its responses.” | research | 2026-09-21 |
| s8 | SEC EDGAR: Zscaler Form 10-K for the fiscal year ended July 31, 2026 “On May 27, 2026, we acquired all outstanding equity of Symmetry Systems, Inc. ("Symmetry"), a technology company, for cash consideration of $ 152.9 million .” | regulatory | 2026-09-21 |
| s9 | SiliconANGLE: Zscaler acquires Symmetry Systems to extend its AI agent security capabilities “San Mateo, California-based Symmetry Systems has built a platform that can automatically create an inventory of a company’s data assets.” | press | 2026-09-21 |
| s10 | Network World: Zscaler launches zero trust platform for agentic AI “In addition to these two new security tools, Zscaler is announcing the Zscaler AI Access Graph, which maps how identities, applications, and data sources connect across the enterprise. This new tool is powered by Zscaler’s recent acquisition of Symmetry Systems.” | press | 2026-09-21 |
| s11 | Symmetry Systems: blog post on joining Zscaler “That is why I am excited to announce that Symmetry Systems is joining forces with Zscaler Inc .” | official | 2026-09-21 |
| s12 | Symmetry Systems: Bluescape case study “CASE STUDY Bluescape Fortifies Their Customer Data With Symmetry ABOUT Industry: Software-as-a-Service, Collaboration Platform Size: 230+ employees” | official | 2026-09-21 |
| s13 | Symmetry Systems: Crossbeam case study “CASE STUDY Crossbeam Leverages DataGuard to Ensure High Level Data Protection ABOUT Industry: Software Development Size: 115 employees” | official | 2026-09-21 |
| s14 | Symmetry Systems: Seven Bridges case study “CASE STUDY Seven Bridges Leverages Symmetry Systems ABOUT Industry: Bioinformatics, SaaS Size: 200-500 employees” | official | 2026-09-21 |
| s15 | Symmetry Systems: defense technology case study “A leading AI-driven defense technology company set out to modernize its data and AI security posture as it scaled operations tied to a major government program.” | official | 2026-09-21 |
| s16 | Symmetry Systems: security and compliance statement “Symmetry Systems, Inc. deploys third-party penetration testing and vulnerability scanning of all production and Internet facing systems on a regular basis.” | official | 2026-09-21 |
| s17 | Texas ECE: faculty profile of Mohit Tiwari “Prof. Mohit Twari is an associate professor and holds the Raytheon Company Faculty Fellowship in the Department of Electrical and Computer Engineering at The University of Texas at Austin,” | research | 2026-09-21 |
| s18 | Wayback Machine: archived capture of the Symmetry Systems About page “Jan 2019 - Innovation Sparks at UT Austin’s Spark Lab. Casen Hunger and Dr. Mohit Tiwari incorporate Symmetry as an official UT Austin spinout.” | official | 2026-09-21 |
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