THE SECURITY ATLAS / PRODUCT INTELLIGENCE

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See the tradeoffs.

The architecture behind the promise. The work behind the purchase. Independent field notes for people who have to make security products work.

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183product profiles
14security segments
Oct 18, 2026latest dossier review
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A FEW PLACES TO BEGIN

Look inside the decision.

Start with a deep dive, then build your own comparison. Documentation research and editorial judgment; hands-on effectiveness remains unassessed.

183 product profiles across 14 segments

Compare up to 3 within one control purposeSegment guides ↗

SIEM / 15 PROFILES

Security information & event management

Read the field guide ↗

Reconstruct a suspicious sequence across identity, endpoints, applications, and cloud activity.

Microsoft

Cloud SIEM

Microsoft Sentinel

A programmable security data platform whose economics begin with collection decisions

Worth a look whenMicrosoft-oriented security teams with KQL skills, named detection owners and a deliberate multicloud collection strategy.

Cloud service3 research sources

Cisco

SIEM and security analytics

Splunk Enterprise Security

Risk based investigation rewards teams that can maintain their data foundation

Worth a look whenEstablished Splunk teams seeking entity-centered investigations and a deliberate detection engineering program.

Mixed / confirm3 research sources

Google / Alphabet

Cloud SIEM

Google Security Operations SIEM

A managed security data layer makes normalization the decisive engineering contract

Worth a look whenTeams seeking managed cross-source analytics with engineers able to own UDM mappings and YARA-L detections.

Cloud service3 research sources

Elastic

SIEM and search analytics

Elastic Security

Search and detection flexibility reward teams willing to own the data model

Worth a look whenEngineering-led security teams with Elastic skills and a reason to tailor search, storage and detection workflows.

Mixed / confirm3 research sources

CrowdStrike

Cloud SIEM and platform analytics

Falcon Next-Gen SIEM

Falcon context meets third party telemetry through a pipeline that needs ownership

Worth a look whenTeams consolidating investigations around Falcon while retaining explicit requirements for third-party sources and EDR.

Cloud service3 research sources

Palo Alto Networks

Converged SIEM and security operations

Cortex XSIAM

Consolidated security operations make data onboarding and automation authority the real project

Worth a look whenOrganizations willing to consolidate detection and response workflows and invest in a scoped Cortex migration.

Cloud service3 research sources

Exabeam

Cloud and self-hosted SIEM portfolio

Exabeam New-Scale / LogRhythm SIEM

Two distinct SIEM deployment paths require a precise product and migration decision

Worth a look whenTeams deliberately choosing between Exabeam cloud analytics and a maintained self-hosted LogRhythm operating model.

Mixed / confirm3 research sources

Securonix

Cloud SIEM and behavior analytics

Unified Defense SIEM

Behavior centered analytics depend on identity context and explainable investigation evidence

Worth a look whenIdentity-heavy environments with analysts able to investigate behavior changes and engineers able to maintain source context.

Cloud service3 research sources

IBM

Self-managed SIEM

IBM QRadar SIEM

An established modular SIEM needs explicit capacity and portfolio lifecycle boundaries

Worth a look whenOrganizations with QRadar expertise, explicit hosting requirements and a maintained event/flow capacity plan.

Self-managed4 research sources

OpenText

Enterprise SIEM and correlation

OpenText Enterprise Security Manager

Precise correlation remains valuable when connector and platform expertise are available

Worth a look whenOrganizations with skilled ArcSight engineers and explicit requirements for controlled correlation and event processing.

Self-managed3 research sources

Fortinet

SIEM with asset and operations context

FortiSIEM

Distributed collection and infrastructure context require a deliberate cluster and tenant design

Worth a look whenDistributed or service-provider environments needing a controllable collection architecture and security/infrastructure context.

Mixed / confirm3 research sources

Rapid7

Cloud SIEM and detection

SIEM (InsightIDR)

User attribution is the value proposition and the first thing to validate

Worth a look whenTeams wanting a managed SIEM with a practical focus on users, assets and investigation context.

Cloud service3 research sources

Guardsix

SIEM and normalized analytics

Guardsix SIEM

A sovereignty oriented SIEM now carries the Guardsix name and familiar responsibilities

Worth a look whenOrganizations and service providers prioritizing controlled deployment, regional operating requirements and a maintainable SIEM scope.

Mixed / confirm3 research sources

Graylog

Security analytics over log management

Graylog Security

A log centric security workflow still depends on storage and entitlement engineering

Worth a look whenTeams with log-management expertise seeking a security-focused workflow and explicit control over their evidence pipeline.

Mixed / confirm3 research sources

Wazuh Inc.

Open-source security monitoring

Wazuh

Open source visibility trades license freedom for a substantial operating commitment

Worth a look whenEngineering-capable teams seeking open-source host visibility, rule-based analysis and control over security data deployment.

Mixed / confirm3 research sources

EDR / 14 PROFILES

Endpoint detection & response

Read the field guide ↗

Understand what happened on a managed endpoint and take a proportionate, reversible response.

Microsoft

Endpoint detection and response

Microsoft Defender for Endpoint Plan 2

Endpoint investigation gains leverage from Microsoft context and disciplined device ownership

Worth a look whenTeams that want endpoint investigations connected to Microsoft Defender and can coordinate security policy with device administrators.

Cloud service4 research sources

CrowdStrike

Endpoint detection and response

Falcon Insight XDR

Endpoint investigation is strongest when sensor operations and response authority stay visible

Worth a look whenTeams building a cloud-operated endpoint investigation program with disciplined sensor lifecycle and responder access management.

Cloud service3 research sources

SentinelOne

Endpoint detection and response

Singularity Endpoint

Autonomous endpoint actions need a precise platform and recovery acceptance matrix

Worth a look whenTeams seeking an integrated endpoint prevention and investigation workflow with explicit control over automated response.

Mixed / confirm3 research sources

Palo Alto Networks

Endpoint detection and response

Cortex XDR

Endpoint policy and investigation scope must be separated from wider data ingestion

Worth a look whenTeams aligning endpoint policy and investigation with Cortex expertise and a clearly scoped prevention or Pro deployment.

Cloud service3 research sources

Sophos

Endpoint detection and response

Sophos EDR

Live endpoint investigation and remote response require different connectivity and authority checks

Worth a look whenSophos endpoint customers building an analyst-led investigation program with clearly governed remote response.

Cloud service3 research sources

Trend Micro

Endpoint detection and response

TrendAI Vision One Endpoint Security

Endpoint protection and sensor only deployment must remain distinct purchase decisions

Worth a look whenOrganizations standardizing Trend endpoint investigations while explicitly mapping workstation, server and sensor-only coverage.

Cloud service3 research sources

Trellix

Endpoint detection and response

Trellix EDR with Forensics

Forensic investigation becomes useful when ePO and protection dependencies are mapped precisely

Worth a look whenOrganizations with Trellix administration skills seeking deeper endpoint investigation and forensic context in a defined ePO architecture.

Mixed / confirm3 research sources

Bitdefender

Endpoint detection and response

GravityZone EDR

A focused endpoint investigation layer needs explicit prevention and wider XDR boundaries

Worth a look whenTeams adding endpoint investigation and response to a defined protection estate, particularly where GravityZone skills already exist.

Cloud service3 research sources

ESET

Endpoint detection and response

ESET Inspect

A separate investigation connector makes underlying protection and management prerequisites unavoidable

Worth a look whenESET customers seeking endpoint investigation with clearly documented connector and management dependencies.

Mixed / confirm3 research sources

WithSecure

Endpoint detection and response

Elements Endpoint Detection and Response

Broad Context Detections support analyst judgment while expert escalation remains separately scoped

Worth a look whenTeams wanting a cloud EDR workflow with an optional, explicitly contracted expert-validation path.

Cloud service3 research sources

Elastic

Endpoint detection and response

Elastic Defend

Endpoint controls share an Elastic evidence platform but require separate policy ownership

Worth a look whenElastic security teams seeking endpoint telemetry, policy and response integrated with their existing search and investigation workflows.

Mixed / confirm3 research sources

Broadcom

Endpoint detection and response

Carbon Black Cloud Enterprise EDR

A hunting focused endpoint dataset rewards precise watchlists and governed API access

Worth a look whenHunting-oriented teams with analysts able to maintain endpoint queries, indicators and investigation playbooks.

Cloud service3 research sources

Arctic Wolf

Endpoint detection and response

Aurora Endpoint Defense

Cylance lineage now requires explicit Protect and Focus agent compatibility decisions

Worth a look whenOrganizations evaluating or maintaining Cylance-derived endpoint prevention and investigation with a scoped Arctic Wolf delivery arrangement.

Cloud service3 research sources

Cisco

Endpoint detection and response

Cisco Secure Endpoint

Cisco endpoint context is useful when connectors and investigation entitlements are verified

Worth a look whenCisco-oriented environments seeking endpoint evidence and query workflows aligned with existing security operations.

Mixed / confirm3 research sources

IAM / 15 PROFILES

Identity & access management

Read the field guide ↗

Give the right identity the right access, for the right reason, and remove it when that reason ends.

Microsoft

Workforce IAM

Microsoft Entra ID

A workforce identity control plane with powerful policy and consequential dependencies

Worth a look whenMicrosoft-oriented workforces needing centralized application sign-in and contextual access policy with a maintained identity lifecycle.

Cloud service3 research sources

Okta

Workforce IAM

Okta Workforce Identity

Independent workforce identity pays off when application lifecycle and recovery are engineered

Worth a look whenOrganizations with varied SaaS and custom applications seeking a dedicated workforce identity and authentication platform.

Cloud service3 research sources

Auth0

Customer identity

Auth0

Managed application identity leaves token validation and business authorization with the application

Worth a look whenProduct engineering teams building customer or partner applications with explicit identity integration and authorization ownership.

Cloud service3 research sources

Ping Identity

Workforce and customer federation

PingFederate / PingOne

Federation flexibility is valuable when the team can own the integration edges

Worth a look whenComplex enterprise federation and hybrid identity environments with engineers able to maintain adapters and application trust relationships.

Hybrid3 research sources

SailPoint

Identity governance

SailPoint Human Fabric / Identity Security Cloud

Access governance succeeds only when review decisions reach authoritative application entitlements

Worth a look whenOrganizations that need governed access requests, lifecycle changes and periodic reviews across an owned application roster.

Cloud service3 research sources

Saviynt

Identity governance

Saviynt Identity Cloud

Governance breadth matters only when application permissions can be reconciled and removed

Worth a look whenOrganizations seeking cloud identity governance and application entitlement controls with committed business application owners.

Cloud service3 research sources

CyberArk

Privileged access

Idira Privileged Access Management

Privileged access modernization requires target side enforcement beyond the vault and session broker

Worth a look whenOrganizations with important privileged target systems and staff able to operate credential, session and access-lifecycle controls.

Mixed / confirm3 research sources

BeyondTrust

Privileged access

BeyondTrust PAM Portfolio

Credential vaulting remote access and endpoint elevation solve different privilege problems

Worth a look whenOrganizations assembling controlled credential, vendor-session and endpoint-privilege workflows across a mixed estate.

Mixed / confirm3 research sources

Delinea

Privileged access

Delinea Secret Server

A privileged vault becomes an active control only when rotation reaches dependent systems

Worth a look whenTeams building a vault-centered privileged access program across segmented networks and known credential consumers.

Mixed / confirm3 research sources

IBM

Identity fabric

IBM Verify

A hybrid identity portfolio needs a module boundary before any meaningful comparison

Worth a look whenHybrid organizations modernizing application access or governance with explicit IBM product and integration ownership.

Mixed / confirm3 research sources

Oracle

Cloud IAM and identity governance

Oracle OCI IAM / Identity Governance

OCI access identity domains and governance need separate authority and entitlement maps

Worth a look whenOracle-centered estates needing coordinated OCI access and separately scoped governance of application entitlements.

Cloud service3 research sources

JumpCloud

Workforce directory and device management

JumpCloud Open Directory

Directory and device consolidation require different tests for online and offline access

Worth a look whenIT teams managing a heterogeneous workforce and device estate with a reason to unify directory and selected endpoint administration.

Cloud service3 research sources

Cisco Duo

Multifactor authentication overlay

Cisco Duo

An access security layer strengthens sign in while preserving upstream identity dependencies

Worth a look whenTeams adding MFA and contextual access policy to an existing identity and application estate.

Cloud service3 research sources

Amazon Web Services

Cloud workforce IAM

AWS IAM Identity Center

A workforce front door to AWS still needs disciplined permission and session design

Worth a look whenAWS organizations centralizing workforce account and supported application access while retaining an authoritative upstream identity provider.

Cloud service4 research sources

Google Cloud

Cloud workforce and customer identity

Google Cloud Identity / Workforce Federation / Identity Platform

Google account management workforce federation and customer identity are three distinct designs

Worth a look whenGoogle-oriented organizations able to distinguish managed Google identities, external workforce federation and customer application login requirements.

Cloud service3 research sources

VM / 14 PROFILES

Vulnerability & exposure management

Read the field guide ↗

Choose which exposure to reduce next, then verify that the risk changed.

Tenable

Exposure management platform

Tenable One

An exposure program built from sensors, context, and remediation ownership

Worth a look whenOrganizations consolidating vulnerability and exposure work across several Tenable collection products and existing security feeds.

Hybrid3 research sources

Qualys

Vulnerability management and TruRisk platform

Qualys VMDR

Connect vulnerability discovery to a patch workflow you can actually operate

Worth a look whenTeams that want cloud-managed vulnerability assessment tied to an established endpoint and patch-management process.

Hybrid3 research sources

Rapid7

Hybrid exposure management

Rapid7 Exposure Command

Useful consolidation when the underlying Rapid7 collection layers are truly connected

Worth a look whenHybrid environments building a shared exposure workflow around Rapid7 assessment and cloud-security components.

Hybrid4 research sources

Microsoft

Exposure graph and Defender vulnerability management

Microsoft Security Exposure Management

A Defender-centered exposure graph whose usefulness follows its connected telemetry

Worth a look whenOrganizations already operating Microsoft Defender and cloud posture tooling that want connected exposure investigation.

Cloud service3 research sources

CrowdStrike

Agent-centric exposure management

CrowdStrike Falcon Exposure Management

Exposure investigation that should be judged on coverage and actionable context

Worth a look whenTeams seeking asset and exposure context connected to Falcon operations or supported third-party sources.

Mixed / confirm3 research sources

Cisco

Legacy risk-based vulnerability management

Cisco Vulnerability Management

A legacy risk program whose immediate job is controlled migration

Worth a look whenExisting customers documenting the inherited program and preparing a replacement before their contractual support ends.

Cloud service3 research sources
Legacy / migration context

Axonius

Cyber asset attack surface management

Axonius Cyber Assets and Exposures

Make asset disagreement visible before automating consequential security actions

Worth a look whenTeams reconciling endpoint, identity, cloud, inventory, and security-tool records to find ownership and control gaps.

Mixed / confirm3 research sources

runZero

Agentless discovery and exposure workflow

runZero

Find the assets your existing security tools do not report

Worth a look whenOrganizations seeking independent visibility into unmanaged, transient, or unusual network-connected assets.

Hybrid3 research sources

Brinqa

Exposure orchestration

Brinqa Platform

A risk data layer that succeeds when its model survives scrutiny

Worth a look whenEnterprise programs normalizing findings from multiple security tools and routing remediation across business and technical teams.

Cloud service3 research sources

XM Cyber

Attack-path analysis

XM Cyber

Prioritize the relationships that let exposures reach critical business assets

Worth a look whenHybrid security programs prioritizing interconnected identity, network, and cloud exposures around important business services.

Mixed / confirm3 research sources

Cymulate

Breach and attack simulation

Cymulate Exposure Validation

Turn a control claim into a repeatable test and verified improvement

Worth a look whenSecurity engineering and purple teams repeatedly validating specific prevention and detection paths in their existing stack.

Hybrid3 research sources

Picus Security

Exposure validation and breach and attack simulation

Picus Autonomous Exposure Validation Platform

Separate a control stopping an action from a detection reaching an analyst

Worth a look whenDetection and security-engineering teams that want repeatable evidence across prevention controls and the SIEM detection pipeline.

Hybrid3 research sources

Pentera

Automated security validation

Pentera Platform

Validate exploitable paths with explicit guardrails and a repeatable remediation loop

Worth a look whenTeams with authority to run bounded validation and owners available to fix and retest consequential attack paths.

Mixed / confirm3 research sources

Greenbone

Open-ecosystem vulnerability scanner

Greenbone OPENVAS SCAN

A controllable scanning foundation whose feed and operating model matter

Worth a look whenTeams that want controlled network-scanning infrastructure and are prepared to operate credentials, schedules, feeds, and remediation handoffs.

Self-managed3 research sources

CNAPP / CSPM / 14 PROFILES

Cloud & workload security

Read the field guide ↗

Find risky paths through cloud resources and fix the conditions that make them possible.

Amazon Web Services

Native AWS security services

AWS Security Hub and Workload Security

Native cloud security becomes useful when accounts, regions, and service boundaries agree

Worth a look whenAWS-centered organizations with cloud platform owners who can maintain organization-wide security configuration and a reliable findings handoff.

Cloud service3 research sources

Microsoft

Native Azure and multicloud CNAPP

Microsoft Defender for Cloud

A cloud security portfolio whose plan and connector choices define the protection

Worth a look whenAzure-oriented cloud teams that can connect workload owners, posture remediation, and Microsoft security operations across defined subscriptions and external accounts.

Hybrid3 research sources

Google Cloud

Native Google Cloud posture and detection

Google Security Command Center

Treat the Enterprise tier shutdown as an architecture decision, not a footnote

Worth a look whenGoogle Cloud teams that need native security findings and can validate the exact Standard or Premium scope against an organization-wide operating model.

Cloud service3 research sources
Product transition

Wiz

Multicloud CNAPP

Wiz

Cloud risk becomes actionable when the graph reaches the actual resource owner

Worth a look whenMulticloud engineering organizations that need shared risk context and can assign remediation to service owners.

Cloud service3 research sources

Palo Alto Networks

Application, posture and runtime security

Palo Alto Networks Cortex Cloud

Converged cloud and SOC workflows need a precise integration and response contract

Worth a look whenCloud and SOC teams willing to integrate application context, posture findings, and instrumented runtime response through a common operating model.

Hybrid3 research sources

Orca Security

Agentless scanning and runtime CNAPP

Orca Security

Agentless depth and runtime sensing are complementary promises with different deployment work

Worth a look whenCloud security teams seeking out-of-band workload assessment with a deliberate, separately validated runtime sensor rollout.

Hybrid3 research sources

CrowdStrike

Cloud posture and workload protection

CrowdStrike Falcon Cloud Security

A Falcon-centered cloud response model still needs workload-by-workload coverage evidence

Worth a look whenFalcon-oriented security operations teams that can pair cloud-platform access with a managed workload sensor rollout and shared incident ownership.

Hybrid3 research sources

Sysdig

Runtime-focused cloud and Kubernetes security

Sysdig

Runtime detail pays off when cloud engineers can operate the collection components

Worth a look whenCloud-native teams with Linux and Kubernetes ownership who want runtime evidence connected to vulnerability and posture decisions.

Hybrid3 research sources

Fortinet

Posture, workload and development security

Fortinet FortiCNAPP

Verify both collection modes and the license model inherited with the deployment

Worth a look whenTeams operating cloud accounts and Linux workloads that can maintain both cloud integrations and agents, including existing Lacework estates.

Hybrid3 research sources

Tenable

Cloud exposure and entitlement management

Tenable One Cloud Exposure

Cloud entitlement and exposure context must lead to a defensible permission change

Worth a look whenCloud and identity teams that can turn entitlement analysis and exposure context into approved changes to permissions and critical cloud resources.

Hybrid3 research sources

Check Point

CNAPP transition and cloud network security

Check Point CloudGuard and Wiz CNAPP

Existing CloudGuard CNAPP requires a migration plan with distinct Wiz and network boundaries

Worth a look whenExisting Check Point CNAPP customers planning a documented transition, or teams explicitly combining Wiz CNAPP with separately scoped Check Point network controls.

Mixed / confirm3 research sources
Product transition

Aqua Security

Container and cloud workload security

Aqua Security

Runtime enforcement is valuable only where the workload control actually executes

Worth a look whenPlatform teams that own container delivery and production workload policy and can stage enforcement with application owners.

Mixed / confirm3 research sources

Trend Micro

Cloud posture within a broader security platform

TrendAI Vision One Cloud Security

The cloud-provider feature matrix matters more than the breadth of the console

Worth a look whenTrend-oriented security teams that can map provider-specific cloud features, scan infrastructure, and workload protection into an owned operating model.

Hybrid3 research sources

Upwind

Runtime-focused CNAPP

Upwind

Runtime context can improve a decision only where the sensors and scanners reach

Worth a look whenCloud-native teams able to operate workload sensors and in-account scanners while using application behavior to prioritize cloud remediation.

Hybrid3 research sources

APPSEC / 15 PROFILES

Application & software supply-chain security

Read the field guide ↗

Prevent an application-specific failure and give developers a fix they can verify.

Black Duck

Application security testing and software composition analysis

Black Duck Polaris, Coverity, and SCA

An AppSec portfolio whose engines and deployment choices deserve separate evaluation

Worth a look whenEnterprise AppSec programs needing several analysis methods across a varied application portfolio.

Mixed / confirm3 research sources

Checkmarx

Application security platform

Checkmarx One

A shared scan platform whose dependency resolution must match your builds

Worth a look whenPrograms coordinating several AppSec analysis engines and centralized project-level triage.

Cloud service3 research sources

Veracode

Application risk management

Veracode ARM platform

Choose the scan workflow before assuming findings share one governance model

Worth a look whenTeams combining developer pipeline feedback with centrally governed application-security assessment.

Cloud service3 research sources

Snyk

Developer-workflow application security

Snyk

Developer workflow integration matters more than the number of scanners

Worth a look whenEngineering organizations that can connect security findings to repository owners and maintain fixes inside normal development work.

Cloud service4 research sources

GitHub (Microsoft)

Source-control native code and secret security

GitHub Code Security and GitHub Secret Protection

Security at the repository boundary still needs deliberate coverage and ownership

Worth a look whenOrganizations standardizing development on GitHub and wanting repository-native security feedback and remediation campaigns.

Cloud service3 research sources

GitLab

Source-control and CI application security

GitLab SAST and dependency scanning

A pipeline-native approach that must distinguish scanner access from governance entitlement

Worth a look whenGitLab-centered engineering organizations that can manage security scans as versioned pipeline configuration.

Mixed / confirm3 research sources

Semgrep

Custom-rule static analysis and supply-chain platform

Semgrep AppSec Platform

A code-security workflow where custom rules and triage deserve first-class attention

Worth a look whenTeams investing in source-level security rules and developer feedback across one or more CI environments.

Hybrid3 research sources

SonarSource

Quality platform with paid software composition analysis

SonarQube Advanced Security

Extend an existing quality gate only after proving its security coverage

Worth a look whenOrganizations operating SonarQube Server Enterprise that want source and dependency security integrated with existing engineering gates.

Self-managed3 research sources

HCLSoftware

Application security testing

HCL AppScan

Pick the AppScan product before comparing its testing or deployment model

Worth a look whenApplication-security teams needing a choice of dynamic testing, static analysis, and cloud or self-managed delivery.

Mixed / confirm3 research sources

OpenText

Static application security testing

OpenText Fortify SAST

Enterprise static analysis that needs a deliberate build and audit workflow

Worth a look whenEnterprise programs needing governed static analysis across complex builds and deployment constraints.

Mixed / confirm3 research sources

Mend.io

Software composition analysis and developer remediation

Mend.io

Dependency remediation improves when the graph and reachability limits are understood

Worth a look whenDevelopment organizations building a repeatable dependency-risk and upgrade workflow across supported repository integrations.

Hybrid3 research sources

Endor Labs

Reachability-first composition analysis

Endor Labs

Dependency context is useful only when the application graph is complete

Worth a look whenTeams prioritizing dependency risk using application context and evaluating the consequences of upgrades.

Hybrid3 research sources

Legit Security

Application security posture and SDLC discovery

Legit Security

See the software factory before trying to govern its security posture

Worth a look whenEnterprise AppSec programs reconciling many repositories, pipelines, scanners, and application owners.

Cloud service3 research sources

Chainguard

Hardened rebuilds and provenance

Chainguard

Reduce base-image exposure without pretending migration is a simple tag swap

Worth a look whenPlatform teams standardizing maintained container foundations and prepared to adapt builds and update practices.

Cloud service3 research sources

JFrog

Artifact-registry security

JFrog Xray, Advanced Security, and Curation

Govern the artifact path while keeping scanning and admission controls distinct

Worth a look whenTeams using artifact repositories as a control point for dependency risk, build policy, and software promotion.

Mixed / confirm3 research sources

DLP / DSPM / 14 PROFILES

Data protection & posture

Read the field guide ↗

Reduce an unacceptable data exposure without making legitimate work impossible.

Microsoft

Classification, DLP and posture

Microsoft Purview Data Security

A data-protection program whose coverage changes with every location and license

Worth a look whenMicrosoft-centered organizations building coordinated classification and DLP across supported collaboration and endpoint locations.

Cloud service3 research sources

Varonis

Data posture and access governance

Varonis Data Security Platform

Sensitivity and access become useful when permission changes survive business validation

Worth a look whenTeams reducing sensitive-data exposure and excessive access across supported file, cloud, and collaboration services.

Mixed / confirm3 research sources

Cyera

Data posture and DLP orchestration

Cyera Data Security

Discover sensitive data and prove the identity context before automating repairs

Worth a look whenOrganizations establishing sensitive-data visibility and exposure priorities across supported cloud, SaaS, and other data stores.

Cloud service3 research sources

BigID

Discovery, posture and privacy governance

BigID

A data-centric platform that needs clear boundaries between discovery and enforcement

Worth a look whenTeams building shared sensitive-data discovery and classification across security, governance, and data owners.

Mixed / confirm3 research sources

Securiti AI

Data discovery and governance

Securiti AI within Veeam

Separate the available data-security workflow from the combined-platform roadmap

Worth a look whenOrganizations evaluating data-security posture with governance needs and a possible connection to a wider Veeam resilience program.

Mixed / confirm3 research sources

Forcepoint

Enterprise DLP across channels

Forcepoint DLP

One policy program still needs distinct discovery and enforcement paths

Worth a look whenOrganizations running a deliberate cross-channel DLP program with data owners, policy engineering, and incident-review capacity.

Hybrid3 research sources

Proofpoint

Email, cloud and endpoint DLP

Proofpoint Enterprise DLP

Data movement becomes actionable when content and user context stay connected

Worth a look whenTeams investigating cross-channel data loss and already using, or evaluating, Proofpoint email and user-risk context.

Hybrid3 research sources

Symantec Enterprise

Hybrid enterprise DLP

Symantec Data Loss Prevention

A dedicated DLP architecture that must prove policy delivery to every endpoint

Worth a look whenEnterprise teams operating a dedicated DLP program with detection-server and endpoint-management capacity.

Hybrid3 research sources

Netskope

Cloud, web and endpoint DLP

Netskope One DLP

Cloud inspection and endpoint controls need separate proof of the protected path

Worth a look whenOrganizations combining cloud and web inspection with selected endpoint data controls in a Netskope-based access architecture.

Cloud service3 research sources

Zscaler

Inline, endpoint and SaaS DLP

Zscaler Data Loss Prevention

Inline data protection depends on steering, inspection, and a separate endpoint scope

Worth a look whenTeams building data controls around a Zscaler internet and SaaS access architecture with explicit channel coverage.

Cloud service3 research sources

Nightfall AI

SaaS, browser and AI DLP

Nightfall AI

API-connected data protection whose real coverage follows application permissions and tier

Worth a look whenTeams deploying focused sensitive-data detection and remediation in supported collaboration and SaaS applications.

Cloud service3 research sources

Rubrik

Data posture with recovery context

Rubrik Security Cloud DSPM

Sensitivity context can inform resilience without becoming proof of recoverability

Worth a look whenTeams evaluating sensitive-data posture alongside a Rubrik resilience program and supported data sources.

Cloud service5 research sources

IBM

Database activity and data posture

IBM Guardium Data Security

Database activity evidence needs a collection design and careful incident-data handling

Worth a look whenDatabase-security teams requiring monitored access evidence, policy controls, and a governed audit process.

Hybrid3 research sources

Imperva

Data-store monitoring and protection

Thales Imperva Data Security Fabric

A data-security fabric whose discovery and activity layers need separate acceptance

Worth a look whenTeams connecting database activity security with discovery and classification across a broader hybrid data estate.

Hybrid3 research sources

SOAR / MDR / 18 PROFILES

Response orchestration & managed operations

Read the field guide ↗

Turn a signal into a timely, accountable decision with a clear handoff.

Palo Alto Networks

SOAR / automation software

Cortex XSOAR and XSIAM

Choose an orchestration layer or a broader SOC platform deliberately

Worth a look whenSOCs choosing either a dedicated cross-tool response layer or a deliberate migration toward a broader Cortex operations platform.

Mixed / confirm3 research sources

Cisco

SOAR / automation software

Splunk SOAR

Treat playbook editing and integration configuration as privileged production changes

Worth a look whenSOCs building governed, cross-tool automation and willing to own integration code, credentials, and playbook lifecycle.

Mixed / confirm3 research sources

Google

SOAR / automation software

Google Security Operations SOAR

Case-driven automation with an explicit boundary for remote execution

Worth a look whenSOCs coordinating cases and playbooks across cloud services and private environments through supported integrations.

Hybrid3 research sources

Tines

SOAR / automation software

Tines

Flexible workflow automation becomes a security control when change management is deliberate

Worth a look whenSecurity and operations teams building API-driven workflows with clear ownership and an appetite for workflow engineering.

Cloud service3 research sources

Torq

SOAR / automation software

Torq

Automated workflows need an inventory of the authority they carry

Worth a look whenTeams building and operating cross-tool security automation with named workflow and integration owners.

Cloud service3 research sources

Swimlane

SOAR / automation software

Turbine

A security-automation application whose connectors and case model need real ownership

Worth a look whenSecurity teams building governed playbooks and structured case workflows across several operational tools.

Mixed / confirm3 research sources

Fortinet

SOAR / automation software

FortiSOAR

Incident automation with explicit connector, role, and remote-agent boundaries

Worth a look whenSOCs requiring structured incident workflows and cross-tool playbooks with explicit administrative and execution roles.

Hybrid4 research sources

Rapid7

SOAR / automation software

Rapid7 Automation

Cloud and orchestrator connections are different execution and credential decisions

Worth a look whenTeams automating repeatable security tasks across Rapid7 and supported third-party tools, including private-network services.

Hybrid3 research sources

CrowdStrike

Managed detection and response

Falcon Complete

A managed response operating model whose coverage follows the purchased Falcon scope

Worth a look whenOrganizations wanting a managed response operation around Falcon and explicitly supported additional telemetry.

Managed service3 research sources

Microsoft

Managed detection and response

Defender Experts MDR

Managed investigation becomes direct response only with the permissions you grant

Worth a look whenDefender-centered organizations needing managed investigation and an explicitly authorized response partner.

Managed service3 research sources

Sophos

Managed detection and response

Sophos MDR

A staffed response service whose authority must match your incident plan

Worth a look whenTeams that need continuous investigation and response, with named internal contacts and supported endpoint, identity, cloud, or network telemetry.

Managed service4 research sources

Arctic Wolf

Managed detection and response

Aurora MDR

A managed operating relationship whose tier and response responsibilities must be explicit

Worth a look whenOrganizations seeking managed security operations with an explicit ongoing customer or partner relationship.

Managed service3 research sources

Expel

Managed detection and response

Expel MDR

A managed investigation workflow that should expose its evidence and customer handoff

Worth a look whenTeams retaining an established multi-vendor stack and seeking visible managed investigations and response handoffs.

Managed service3 research sources

Zscaler

Managed detection and response

Zscaler MDR

Preserve Red Canary service clarity while verifying the current Zscaler integration

Worth a look whenTeams evaluating current Red Canary-derived MDR alongside existing endpoint, identity, cloud, or Zscaler services.

Managed service3 research sources

eSentire

Managed detection and response

eSentire MDR

Choose the monitored signals and response duties before comparing the package

Worth a look whenOrganizations seeking a managed operation across several security signal types with an explicit service-description framework.

Managed service3 research sources

Huntress

Managed detection and response

Huntress

Managed endpoint response whose isolation exceptions must match the operating business

Worth a look whenIT and security teams or service providers needing managed endpoint investigation and a clear operational response workflow.

Managed service3 research sources

Rapid7

Managed detection and response

Rapid7 MDR

Direct containment depends on opting in and configuring the response connections

Worth a look whenTeams adopting managed detection and investigation with explicit Rapid7 or supported third-party containment integrations.

Managed service3 research sources

SentinelOne

Managed detection and response

Wayfinder MDR

A managed Singularity operation that needs explicit response policy and recovery scope

Worth a look whenOrganizations operating or selecting Singularity and seeking managed investigation and authorized response on that foundation.

Managed service3 research sources

EMAIL / 8 PROFILES

Email & collaboration security

Read the field guide ↗

Interrupt a deceptive conversation before it becomes credential theft, a fraudulent payment, or a compromised account.

Microsoft

Native email and collaboration protection

Microsoft Defender for Office 365

Native Microsoft mail protection becomes more valuable with disciplined investigation ownership

Worth a look whenMicrosoft 365 teams seeking integrated email investigation and documented response controls.

Cloud service4 research sources

Proofpoint

Email protection with API and gateway deployment options

Proofpoint Core Email Protection

Choose the email deployment deliberately before judging a broad protection portfolio

Worth a look whenEnterprises evaluating independent email protection across an explicitly selected Microsoft 365 or gateway architecture.

Cloud service3 research sources

Mimecast

Cloud gateway and integrated email protection

Mimecast Email Security

Mail-flow engineering and controlled rollout are central to the Mimecast decision

Worth a look whenMicrosoft 365 teams willing to engineer and operate the Cloud Integrated mail path deliberately.

Cloud service3 research sources

Abnormal AI

Behavioral API-based email protection

Abnormal Inbound Email Security

Behavioral email defense is persuasive only when verdicts and remediation stay explainable

Worth a look whenCloud-mail teams evaluating behavioral analysis and mailbox remediation for targeted email threats.

Cloud service3 research sources

Check Point

Integrated email and collaboration protection

Check Point Email Security

API based inline protection needs a proven mail path and release process

Worth a look whenMicrosoft 365 organizations evaluating integrated pre-delivery inspection and an analyst investigation workflow.

Cloud service4 research sources

Cloudflare

Gateway and post-delivery email protection

Cloudflare Email Security

Cloudflare makes deployment tradeoffs explicit enough to test them rigorously

Worth a look whenMicrosoft 365 teams adding measurable API-based post-delivery inspection and remediation.

Cloud service3 research sources

Barracuda

Email gateway, impersonation protection and response portfolio

Barracuda Email Protection

Build the evaluation around the purchased cloud modules and actual mail routing

Worth a look whenTeams evaluating a cloud email gateway with clearly itemized complementary mailbox controls.

Cloud service3 research sources

Cisco

Cloud mailbox investigation and remediation

Cisco Secure Email Threat Defense

Microsoft mailbox visibility becomes protection only with authorized verified remediation

Worth a look whenMicrosoft 365 teams evaluating Cisco analysis with explicit read/write mailbox remediation.

Cloud service3 research sources

SSE / ZTNA / 8 PROFILES

Secure access & security service edge

Read the field guide ↗

Give a user or contractor access to the resource they need, with observable policy decisions and a defined session lifecycle.

Zscaler

Combined public and private application access

Zscaler Internet & SaaS and Private Access

Internet policy and private application access require two carefully designed control paths

Worth a look whenEnterprises prepared to map applications, user groups and traffic forwarding across a distributed workforce.

Hybrid4 research sources

Netskope

Security service edge with cloud application controls

Netskope One SSE

Cloud application context is compelling when traffic and module boundaries are explicit

Worth a look whenTeams aligning web, SaaS and private-access policy with a well-managed endpoint deployment.

Hybrid3 research sources

Palo Alto Networks

Cloud-delivered access security

Prisma Access

Prisma Access fits when cloud enforcement and management choices are deliberate

Worth a look whenEnterprises with defined mobile-user and site requirements and a clear Palo Alto management strategy.

Hybrid3 research sources

Cloudflare

Identity-aware private access and web traffic policy

Cloudflare One: Access and Gateway

Access and Gateway provide clear building blocks that still need sound integration

Worth a look whenTeams comfortable assembling documented identity, endpoint and application connectivity controls.

Hybrid3 research sources

Cisco

Security service edge for internet and private destinations

Cisco Secure Access

Resource policy and remote diagnostics should anchor the Cisco access evaluation

Worth a look whenOrganizations aligning remote internet and private access with a defined Cisco connectivity and identity design.

Hybrid3 research sources

Fortinet

Cloud access security with FortiClient integration

FortiSASE

FortiSASE rewards careful alignment of client connectivity and effective policy behavior

Worth a look whenFortinet-oriented teams with managed endpoints and an explicit private-application connectivity design.

Hybrid4 research sources

Cato Networks

Access security within a converged SASE platform

Cato SSE

Cloud access policy needs clear connectivity conditions and carefully measured user impact

Worth a look whenTeams evaluating client-based web and private access with explicit posture and connectivity rules.

Hybrid3 research sources

Check Point

Internet and private access security

Check Point SASE

Current service identity and agent onboarding should precede the SASE feature checklist

Worth a look whenTeams evaluating a current Check Point SASE tenant with managed endpoint and application owners.

Hybrid3 research sources

OT / CPS / 8 PROFILES

Operational technology & cyber-physical security

Read the field guide ↗

Identify important devices and suspicious activity so engineering and security teams can agree on a safe response.

Dragos

Industrial visibility and threat detection

Dragos Platform

Industrial investigation deserves process context and an explicit response operating model

Worth a look whenIndustrial organizations with named site owners and a joint engineering/security investigation process.

Self-managed3 research sources

Nozomi Networks

Industrial visibility and threat detection

Guardian

Local sensor evidence gains depth when historical snapshots are deliberately preserved

Worth a look whenSite teams needing local industrial asset investigation and reviewable historical changes.

Self-managed3 research sources

Claroty

Industrial visibility and threat detection

Continuous Threat Detection (CTD)

Multiple discovery methods help when their provenance and operational approval remain visible

Worth a look whenIndustrial teams needing on-premises visibility with approved complementary discovery methods.

Self-managed3 research sources

Armis

OT and IoT asset context and monitoring

Armis Centrix for OT/IoT Security

Asset context is valuable when collection provenance and enforcement responsibilities stay explicit

Worth a look whenTeams reconciling industrial asset context with enterprise inventory, risk and response workflows.

Mixed / confirm3 research sources

Tenable

Industrial visibility and exposure monitoring

Tenable One OT Exposure

Controller context and policy events matter more than a generic exposure count

Worth a look whenIndustrial security teams investigating supported controller changes and translating exposure context into engineering work.

Self-managed4 research sources

Microsoft

Industrial network monitoring

Microsoft Defender for IoT (OT monitoring)

Industrial monitoring needs a current management design that respects disconnected sites

Worth a look whenIndustrial organizations with a defined OT sensor topology and Microsoft-oriented investigation integration.

Hybrid3 research sources

Fortinet

Network detection for industrial environments

FortiNDR On Premises for OT

Local OT network detection still needs an independently verified response handoff

Worth a look whenIndustrial teams evaluating local NDR with explicitly scoped Fortinet response integrations.

Self-managed3 research sources

Cisco

Industrial network visibility and security

Cisco Cyber Vision

Embedded industrial sensors are compelling when the real hardware supports the design

Worth a look whenIndustrial organizations with supported Cisco network equipment and joint network/security ownership.

Self-managed3 research sources

NDR / 8 PROFILES

Network detection & response

Read the field guide ↗

Reconstruct a suspicious network sequence and connect it to the systems, identities and actions that need investigation.

Vectra AI

Commercial network detection and investigation

Vectra AI Platform (Network)

Entity prioritization is useful when triage decisions stay narrow and reviewable

Worth a look whenSOCs wanting entity-oriented network investigations with a disciplined known-behavior triage process.

Hybrid4 research sources

ExtraHop

Commercial network detection and investigation

RevealX NDR

Network detections become more useful when the underlying evidence is actually retained

Worth a look whenSOCs needing network detection investigations connected to configured transaction and packet evidence.

Hybrid3 research sources

Corelight

Commercial network detection and investigation

Open NDR with Investigator

Investigator earns trust when every narrative can be followed back to network evidence

Worth a look whenEvidence-oriented SOCs that can validate structured network records and want an operated investigation interface.

Hybrid3 research sources

Darktrace

Commercial network detection and response

Darktrace / NETWORK

Behavioral network context needs business interpretation and carefully governed response

Worth a look whenTeams evaluating behavioral network investigations and explicitly governed response integrations.

Hybrid3 research sources

Cisco

Commercial flow-based network detection

Cisco Secure Network Analytics

Flow evidence is powerful when exporters and investigative limits are understood

Worth a look whenNetworks with suitable flow-export infrastructure and analysts comfortable combining metadata with other evidence.

Self-managed3 research sources

Fortinet

Commercial network detection and response

FortiNDR

Choose Cloud or on premises first and prove the response integration separately

Worth a look whenTeams evaluating a defined NDR deployment with explicit network and response ownership.

Mixed / confirm3 research sources

Arista Networks

Commercial network detection and investigation

Arista NDR

Entity relationships sharpen investigations only when their attribution survives scrutiny

Worth a look whenSOCs evaluating entity and relationship investigations with a well-defined network collection design.

Hybrid3 research sources

Zeek Project

Open-source network telemetry engine

Zeek

Zeek provides inspectable network records and makes the operating responsibility explicit

Worth a look whenTechnical teams building network evidence pipelines, custom analysis or practical investigation skills.

Self-managed3 research sources

RECOVERY / 8 PROFILES

Cyber recovery & backup resilience

Read the field guide ↗

Restore trustworthy business services from a suitable recovery point even when production administration has been compromised.

Rubrik

Enterprise backup and recovery

Rubrik Security Cloud

Policy simplicity is valuable only when retained copies support a tested recovery plan

Worth a look whenEnterprise teams organizing supported backup workloads around consistent policies and rehearsed vSphere recovery.

Hybrid3 research sources

Cohesity

Enterprise backup and recovery

Cohesity DataProtect

Keep the selected DataProtect architecture distinct from the expanding recovery portfolio

Worth a look whenEnterprise teams evaluating self-managed backup protection with separately scoped vault or cloud services.

Self-managed3 research sources

Veeam

Enterprise backup and recovery

Veeam Data Platform

Flexible recovery infrastructure earns its value through rehearsed application restoration

Worth a look whenInfrastructure teams with supported virtual or physical workloads and named owners for storage, backup and recovery testing.

Self-managed3 research sources

Commvault

Enterprise backup and recovery

Commvault Cloud

Cleanroom recovery becomes useful when workloads, control plane and runbooks are ready

Worth a look whenEnterprises preparing supported backup workloads and an explicitly provisioned cleanroom recovery workflow.

Hybrid3 research sources

Dell Technologies

Isolated vaulting

Dell PowerProtect Cyber Recovery

Vault isolation is an operational state machine with a separate restoration responsibility

Worth a look whenOrganizations designing a distinct recovery vault around supported PowerProtect Data Domain infrastructure.

Self-managed3 research sources

Druva

Cloud and SaaS recovery

Druva Data Security Cloud

Cloud recovery workflows need workload specific evidence and region specific availability

Worth a look whenTeams evaluating SaaS protection and cyber recovery for explicitly supported workloads and regions.

Cloud service3 research sources

Acronis

Cloud and SaaS recovery

Acronis Cyber Protect Cloud

Integrated protection is useful when the recovery limits stay visible to the customer

Worth a look whenService-provider or IT teams protecting supported workloads with clearly documented recovery responsibilities.

Hybrid3 research sources

HYCU

Cloud and SaaS recovery

HYCU R-Cloud

Application recovery depth matters more than the total number of advertised connectors

Worth a look whenTeams protecting explicitly selected cloud or SaaS applications with object-level recovery requirements.

Mixed / confirm3 research sources

AI / AGENTS / 24 PROFILES

AI application & agent security

Read the field guide ↗

Give an AI application a bounded task and verify that its model, credentials, tools and runtime controls preserve those boundaries.

Cisco

Agent security testing and validation

Cisco AI Defense

Connect adversarial validation to a clearly defined runtime enforcement path

Worth a look whenApplication-security teams owning identifiable AI applications, test endpoints and production traffic paths.

Hybrid4 research sources

Palo Alto Networks

Model supply-chain security

Palo Alto Networks Prisma AIRS

Model artifact security needs a release gate distinct from runtime agent control

Worth a look whenAI platform teams managing internal or third-party model artifacts through a controlled delivery pipeline.

Hybrid5 research sources

Check Point

AI interaction and data protection

Check Point AI Guardrails

An inspection API becomes a control only through the application enforcement decision

Worth a look whenApplication teams able to insert and operate an explicit content-inspection and enforcement step.

Mixed / confirm3 research sources

Microsoft

AI interaction and data protection

Microsoft Azure AI Content Safety

Prompt Shields supplies useful signals while the application retains the enforcement responsibility

Worth a look whenAzure application teams integrating specific content-analysis and prompt/document attack checks.

Cloud service3 research sources

Amazon Web Services

Agent tool and execution controls

Amazon Bedrock AgentCore Policy

Gateway authorization can bound agent actions when every relevant call crosses it

Worth a look whenAWS teams routing supported agent tools through AgentCore Gateway with explicit authorization requirements.

Cloud service3 research sources

Google Cloud

AI interaction and data protection

Google Cloud Model Armor

Template based screening needs an explicit integration mode and content boundary

Worth a look whenGoogle Cloud teams applying documented screening templates through a supported application or service integration.

Cloud service3 research sources

NVIDIA

AI interaction and data protection

NVIDIA NeMo Guardrails

Programmable rails provide control points while leaving system design with the developer

Worth a look whenDevelopers implementing custom application guardrails with ownership of code, models and production operations.

Library / SDK3 research sources

HiddenLayer

Agent security testing and validation

HiddenLayer AI Attack Simulation

Adversarial assessment earns value through reproducible failures and meaningful retesting

Worth a look whenAI security teams testing a defined application or agent workflow with safe reproducible adversarial cases.

Cloud service3 research sources

Bay Security

Agent tool and execution controls

Bay Agentic Endpoint Security

Endpoint action control is an intriguing claim that needs a demanding live demonstration

Worth a look whenTeams investigating endpoint-level agent action controls and willing to validate deployment mechanics directly.

Mixed / confirm1 research sources

CrowdStrike

Agent detection, response and recovery

CrowdStrike Falcon Guardian

Endpoint runtime context is valuable when shipped controls are separated from roadmap

Worth a look whenFalcon-oriented teams evaluating currently available endpoint agent visibility and runtime controls.

Hybrid4 research sources

Zscaler

Agent tool and execution controls

Zscaler AI Gateway

Agent gateway policy is meaningful only when identity and mediation are complete

Worth a look whenTeams ready to route supported agent-to-tool or agent-to-agent communication through an explicit gateway.

Hybrid2 research sources

Zenity

Agent discovery and security posture

Zenity AI Agent Security Platform

Agent posture earns value through accurate connectors and an owned remediation loop

Worth a look whenEnterprise teams establishing agent inventory, ownership and permission posture across supported connected environments.

Cloud service3 research sources

Noma Security

Agent discovery and security posture

Noma AI Agent Security Platform

AI posture and open enforcement need separate evidence before becoming one control story

Worth a look whenTeams mapping AI assets and posture with willingness to engineer explicitly selected enforcement integrations.

Mixed / confirm3 research sources

WitnessAI

Agent tool and execution controls

WitnessAI Agentic Security

Agent interaction visibility becomes governance through a proven supported enforcement path

Worth a look whenTeams able to route or integrate supported agent interactions and verify identity/context attribution.

Mixed / confirm3 research sources

SentinelOne

Agent discovery and security posture

SentinelOne Prompt AI Agent Security

Agent and MCP governance needs its own deployment distinct from employee AI controls

Worth a look whenTeams evaluating a supported agent/MCP governance path with clear application and SOC ownership.

Mixed / confirm2 research sources

Oasis Security

Agent identity and access security

Oasis Agent Identity Security

Agent identity posture becomes protection through verified permission and lifecycle changes

Worth a look whenIdentity teams governing agent-associated service accounts, OAuth grants and other supported non-human access.

Cloud service3 research sources

Snyk

Agent tool and execution controls

Snyk Evo Agent Behavior Governance

MCP server governance is a concrete first control with clearly stated limits

Worth a look whenDeveloper-security teams governing MCP server use across explicitly supported coding agents.

Hybrid3 research sources

Rubrik

Agent detection, response and recovery

Rubrik Agent Cloud

Agent observability and recovery need a preserved state and a supported undo path

Worth a look whenTeams connecting supported agent observations with governance and recoverable enterprise data systems.

Hybrid3 research sources

Proofpoint

Agent detection, response and recovery

Proofpoint Agentic AI Security

Intent based agent findings demand a full trace and independently verified enforcement

Worth a look whenTeams investigating multistep agent behavior with an explicit task boundary and observable tool outcomes.

Mixed / confirm3 research sources

Lasso Security

Agent discovery and security posture

Lasso AI Security Posture Management

Agent graphs should lead to specific engineering fixes and verified permission reductions

Worth a look whenTeams reviewing supported agent architectures and translating configuration findings into developer remediation.

Cloud service3 research sources

Netskope

AI interaction and data protection

Netskope AI Gateway

Localized model traffic inspection needs a complete route and an independently protected tool layer

Worth a look whenAI platform teams governing supported application-to-model API traffic in a defined private deployment.

Self-managed3 research sources

Okta

Agent identity and access security

Okta for AI Agents

Managed agent identities need supported resource connections and verified lifecycle outcomes

Worth a look whenIdentity teams adopting the documented Okta agent model for supported applications and connected resources.

Cloud service3 research sources

OpenAI

Agent security testing and validation

Promptfoo AI Security Testing

Trace aware agent tests are valuable when failures become reproducible regressions

Worth a look whenDeveloper and security teams able to instrument an application and maintain versioned adversarial/regression tests.

Library / SDK5 research sources

Cisco

Agent identity and access security

Cisco / Astrix Agent Identity Security

Existing customers need a supported transition while new buyers need current Cisco scope

Worth a look whenExisting Astrix customers reviewing agent/NHI governance, support continuity and transition planning.

Cloud service3 research sources
Product transition

An editorial selection of product-scoped offerings, rather than a count of companies or a market ranking. Atlas Fold separately presents scoped documentation assessments and their reasoning.

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