CISO Tribune

Vendor comparison · 2 companies

Sweet Security vs Zenity

Sweet Security agents learn how each application, agent and workload should behave. Zenity sells an AI agent security platform built to govern how agents behave, not just what they say or generate. CISO Tribune files both under AI model and agent security. This page sets the two records side by side: what each sells, where it is based, who owns and funds it, the customers it names and its recent news, each fact numbered to its source.

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  • Sweet Security
  • Zenity
Sweet Security vs Zenity: Products, Customers and Funding Compared
Sweet SecuritySweet Security agents learn how each application, agent and workload should behave.sweet.securityZenityZenity sells an AI agent security platform built to govern how agents behave, not just what they say or generate.zenity.io
What it sells
  • Cloud Detection and Response (CDR)Sweet Security combines CDR, ADR and CWPP to detect attacks across modern cloud environments.
  • Application Detection and Response (ADR)Sweet Security monitors first- and third-party application behavior at runtime to detect anomalies, unauthorized activity and signs of active exploitation.
  • AI Observability[5]Builds a live inventory of every agent across an organization's environment and tracks the data those agents access.
  • AI Security Posture Management (AISPM)[7]Evaluates configuration, permissions, and integrations before an agent goes live.
  • Boundaries[4][6][8]Evaluates every agent action in real time against an organization's rules and decides to let it through, block it, or shut the agent down.
  • AI Detection and Response (AIDR)[9]AIDR reads the full sequence of an agent's activity, detecting threats mapped to the OWASP LLM and MITRE ATLAS frameworks.
  • Zenity Security Assessment Hub[13]A set of 10 free, open-source tools built by Zenity Labs to help security teams identify and understand immediate risks.
Categories
Headquarters
Not stated on its pagesNot stated on its pages
Founded
Not stated on its pages2021[2]
Ownership and funding
Privately held[1]Privately held[3][6][17]
Named customers
Not stated on its pagesNot stated on its pages
Recent news
Not stated on its pages
  • September 23, 2026Zenity was named a Market Shaper in Gartner's inaugural Emerging Market Quadrant for AI Application Security.[15]
  • August 3, 2026Zenity announced a $125 million Series C round led by Norwest.[14]
  • June 17, 2026Zenity and Carahsoft announced a partnership under which Carahsoft serves as Zenity's Public Sector distributor.[17]
  • March 17, 2026Zenity announced general availability of runtime security controls for AI agents built on Microsoft Foundry.[16]
G2 and Gartner Peer Insights
  • G2: Not stated on its pages
  • Gartner Peer Insights: Not stated on its pages
  • G2: Not stated on its pages
  • Gartner Peer Insights: Not stated on its pages
Who it fits
Sweet Security addresses SOC and Incident Response teams that need a picture of incidents across the cloud, workload, and application layers. Sweet Security addresses AppSec teams that want continuous visibility into how applications behave. Sweet Security offers SOC, IR, DevSecOps and AppSec teams integrations across SIEMs, SOARs, alerting and ticketing systems.Zenity describes a global financial services firm and a global asset manager as organizations that write policy rules for agents. Zenity covers agents embedded in SaaS tools, home-grown agentic platforms in the cloud, and end-user devices. Zenity gives security and platform teams a single place to surface, enforce, and protect MCP usage.
Last verified
November 5, 2026November 9, 2026

Where they overlap

  • Sweet Security and Zenity are both filed under AI model and agent security.
  • Both are privately held.

Where they differ, field by field

  • Sweet Security's primary category is Cloud-native application protection (CNAPP); Zenity's is AI model and agent security.
  • Sweet Security is also filed under Cloud detection and response and API security. Zenity is also filed under AI governance.
  • Sweet Security lists Cloud Detection and Response (CDR) and Application Detection and Response (ADR). Zenity lists AI Observability, AI Security Posture Management (AISPM), Boundaries, AI Detection and Response (AIDR) and Zenity Security Assessment Hub.
  • Zenity was founded in 2021.

What it sells: Sweet Security

What Application Detection and Response (ADR) does
Sweet Security analyzes application behavior at the package and function level. Sweet Security can automatically block malicious activity in real time.

What it sells: Zenity

What AI Observability does[5]
AI Observability is Zenity's discovery and visibility layer for AI agents. Data Lens surfaces sensitive files and pages that are both frequently accessed and broadly exposed across agents.
What AI Security Posture Management (AISPM) does[7]
AISPM evaluates configuration and permissions for agents embedded in platforms like Microsoft Copilot Studio, ChatGPT Enterprise, and Salesforce Agentforce. AISPM applies stricter enforcement in production and more flexible policy in development or sandbox environments.
What Boundaries does[4][6][8]
Boundaries is Zenity's runtime enforcement engine. A rule written once in Boundaries is enforced on Copilot, ChatGPT Enterprise, Agentforce, Bedrock, coding agents, and homegrown builds. Boundaries includes a built-in AI assistant that turns a plain-language request into a working rule.
What AI Detection and Response (AIDR) does[9]
AI Detection and Response (AIDR) is Zenity's runtime security layer for AI agents. AIDR detects direct and indirect prompt injection and blocks execution before the agent acts on them. AIDR breaks every agent interaction into individual steps and groups them by thread in a single activity table.
What Zenity Security Assessment Hub does[13]
The Zenity Security Assessment Hub is built by Zenity Labs. The tools take a Red-Team approach to visualize threats across Microsoft 365, with a focus on 365 Copilot, Copilot Studio, and Power Platform.

Questions about Sweet Security and Zenity

What do Sweet Security and Zenity sell?
Sweet Security sells Cloud Detection and Response (CDR) and Application Detection and Response (ADR). Zenity sells AI Observability, AI Security Posture Management (AISPM), Boundaries, AI Detection and Response (AIDR) and Zenity Security Assessment Hub.
Are Sweet Security and Zenity in the same category?
They share AI model and agent security. Sweet Security's primary category is Cloud-native application protection (CNAPP) and Zenity's is AI model and agent security.
When were Sweet Security and Zenity founded?
Zenity was founded in 2021.
Who owns Sweet Security and Zenity?
Sweet Security is privately held. Zenity is privately held.
Who are Sweet Security and Zenity sold to?
Sweet Security addresses SOC and Incident Response teams that need a picture of incidents across the cloud, workload, and application layers. Zenity describes a global financial services firm and a global asset manager as organizations that write policy rules for agents.
What have Sweet Security and Zenity announced recently?
September 23, 2026: Zenity was named a Market Shaper in Gartner's inaugural Emerging Market Quadrant for AI Application Security.

About Sweet Security

Sweet Security agents learn how each application, agent and workload should behave. Sweet Security blocks a rogue agent the moment it acts and traces the full attack path from prompt to data.[2]

Sweet Security combines Cloud Detection and Response (CDR), Application Detection and Response (ADR) and Cloud Workload Protection (CWPP) to detect attacks across modern cloud environments. Sweet Security unifies data from eBPF sensors and cloud logs to create a behavioral baseline of each environment. Sweet Security uses an eBPF-based sensor that performs application profiling. Sweet Security scores incidents and states what requires immediate attention. Sweet Security lets teams terminate malicious processes, manually or automatically, without disrupting the production environment.[2][3][4]

Sweet Security gives SOC and Incident Response teams a complete picture of incidents across the cloud, workload, and application layers. Sweet Security captures processes, file accesses, network traffic and memory usage. Sweet Security tags events using the MITRE ATT&CK framework. Sweet Security correlates signals from every layer into a single incident. Sweet Security sends alerts via Slack, Jira, ServiceNow or custom webhooks. Sweet Security integrates with SOAR tools like Torq to automate full incident containment. Sweet Security lets teams build custom detections using signals from cloud logs, workload data, or L7.[4]

Sweet Security shows runtime communication of cloud assets, both internally and externally. Sweet Security keeps an up-to-date overview of clusters, networks, databases, secrets and operating systems. Sweet Security identifies connections to external entities, unauthorized ports and connections to malicious DNSs or IPs. Sweet Security discovers human and non-human identities such as service accounts, IAM users, API keys and tokens. Sweet Security detects identity-based anomalies such as unauthorized access attempts, unusual privilege escalations and irregular usage patterns. Sweet Security detects secrets stored in plaintext or exposed in environment variables. Sweet Security integrates with identity providers (OIDC).[5][6][9]

Sweet Security evaluates the risk and business impact of each vulnerability by combining LLMs with real-time runtime context. Sweet Security prioritizes vulnerabilities based on real-world exploitability indicators. Sweet Security builds a runtime-powered SBOM. Sweet Security detects misconfigurations in real time, not just through periodic scans. Sweet Security runs ongoing compliance checks across frameworks including HIPAA, CIS Kubernetes Benchmark, GDPR, NIST and SOC2. Sweet Security gives a unified view of toxic combinations by cross-correlating misconfigurations, exposed assets, executed vulnerabilities and over-permissive access.[7][8]

Sweet Security uses Layer 7 visibility to understand API behavior, detect malicious activity and stop application-layer threats before they escalate. Sweet Security organizes APIs by individual endpoints to track request methods, error rates and potential vulnerabilities. Sweet Security identifies misconfigurations, exposed APIs and outdated dependencies across an API ecosystem. Sweet Security monitors first- and third-party application behavior at runtime to detect anomalies, unauthorized activity and signs of active exploitation. Sweet Security analyzes application behavior at the package and function level. Sweet Security can automatically block malicious activity in real time. Sweet Security filters attack attempts by threat type, such as SQLi, XSS and SSRF, and by status code.[9][10]

Sweet Security continuously monitors AI infrastructure, including agents, models and APIs, to detect and neutralize risks as they emerge. Sweet Security automatically discovers AI services through API (L7) analysis and builds a real-time inventory of AI agents and their data flows. Sweet Security identifies unsanctioned AI tools and models operating outside IT and security oversight, such as rogue APIs or unmanaged ML models. Sweet Security detects sensitive data in prompts, unauthenticated or unencrypted AI access, and other policy violations. Sweet Security monitors for Personally Identifiable Information (PII), secrets and other sensitive data traversing AI workflows. Sweet Security identifies hidden or unauthorized APIs that may expose sensitive data.[11]

Sweet Security gives AppSec teams continuous visibility into how applications behave, including what APIs are exposed, which vulnerabilities are exploitable, where sensitive data flows and where attackers are actively probing. Sweet Security unites security and development teams around shared runtime context. Sweet Security offers SOC, IR, DevSecOps and AppSec teams integrations across SIEMs, SOARs, alerting and ticketing systems.[3][7][8][10][12][13]

Sweet Security on the record

Sources

Sweet Security full record

  1. [1]Sweet security raises 75m series b and unveils the first unified runtime cnapp for cloud and ai securitySweet Security · sweet.security · published November 12, 2025 · Tier A
  2. [2]Sweet Security: Autonomous Protection for the AI EnterpriseSweet Security · undated page, accessed November 10, 2026 · Tier A
  3. [3]Cloud Threat Detection & Response Platform | Sweet SecuritySweet Security · undated page, accessed November 10, 2026 · Tier A
  4. [4]Cloud Detection & Response for SOC & IR Teams | Sweet SecuritySweet Security · undated page, accessed November 10, 2026 · Tier A
  5. [5]Cloud Visibility Platform for Hybrid & Multi-Cloud | Sweet SecuritySweet Security · undated page, accessed November 10, 2026 · Tier A
  6. [6]Enhance Your Defenses Against Identity-Related AttacksSweet Security · undated page, accessed November 10, 2026 · Tier A
  7. [7]Runtime Vulnerability Management for Cloud Workloads | Sweet SecuritySweet Security · undated page, accessed November 10, 2026 · Tier A
  8. [8]Cloud Security Posture Management (CSPM) | Sweet SecuritySweet Security · undated page, accessed November 10, 2026 · Tier A
  9. [9]API Security Solutions | Protect Your APIs with SweetSweet Security · undated page, accessed November 10, 2026 · Tier A
  10. [10]AppSec Runtime Security Platform | Sweet SecuritySweet Security · undated page, accessed November 10, 2026 · Tier A
  11. [11]AI securitySweet Security · undated page, accessed November 10, 2026 · Tier A
  12. [12]Cloud Security for CloudSec & DevSecOps | Sweet SecuritySweet Security · undated page, accessed November 10, 2026 · Tier A
  13. [13]Cloud Security for CISOs | Sweet SecuritySweet Security · undated page, accessed November 10, 2026 · Tier A

Zenity full record

  1. [1]AI Agent Security and Governance | Zenity AI Security PlatformZenity · undated page, accessed September 27, 2026 · Tier A
  2. [2]Zenity announces strategic investment led by m12Zenity · zenity.io · undated page, accessed September 27, 2026 · Tier A
  3. [3]Zenity raises 38m series b funding round to secure agentic aiZenity · zenity.io · published October 29, 2024 · Tier A
  4. [4]AI Agent Security & Governance Platform for the Enterprise | ZenityZenity · undated page, accessed October 30, 2026 · Tier A
  5. [5]AI Observability | Zenity AI Security PlatformZenity · undated page, accessed November 10, 2026 · Tier A
  6. [6]AI Agent Security | Model Context Protocol (MCP) | ZenityZenity · undated page, accessed November 10, 2026 · Tier A
  7. [7]AI Security Posture Management | Zenity AI Security PlatformZenity · undated page, accessed November 10, 2026 · Tier A
  8. [8]Runtime Boundaries | Zenity AI Security PlatformZenity · undated page, accessed November 10, 2026 · Tier A
  9. [9]AI Detection and Response (AIDRZenity · undated page, accessed November 10, 2026 · Tier A
  10. [10]Agentic Identity & Access Management: Zenity AI Security PlatformZenity · undated page, accessed November 10, 2026 · Tier A
  11. [11]Securing Financial Services AI | Zenity, Microsoft & SlalomZenity · undated page, accessed November 10, 2026 · Tier A
  12. [12]Company | Zenity | Secure AI Agents EverywhereZenity · undated page, accessed November 10, 2026 · Tier A
  13. [13]Zenity Security Assessment Hub | Zenity | Secure AI Agents EverywhereZenity · undated page, accessed November 10, 2026 · Tier A
  14. [14]Zenity Raises $125 Million to Secure the Era of 1 Billion AI AgentsZenity · published August 3, 2026 · Tier A
  15. [15]Zenity Named a Market Shaper in Gartner’s Inaugural Emerging Market Quadrant for AI Application SecurityZenity · published September 23, 2026 · Tier A
  16. [16]Zenity Announces Availability of Inline Agent Runtime Security for Agents Built on Microsoft FoundryZenity · published March 17, 2026 · Tier A
  17. [17]Zenity and Carahsoft Bring AI Agent Security and Governance to Federal, State and Local AgenciesZenity · published June 17, 2026 · Tier A

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