Abnormal AI
abnormal.ai ↗Behavioural email security that blocks phishing, BEC and account takeover, plus identity and AI-usage protection.
A vendor-neutral library for IT teams. Browse vendors by what they do, and read plain buyer guides on what to look for, what to avoid and what to ask before you buy.
104 vendors 21 categories 9 buyer guides
Practical advice for the decisions that cost the most to get wrong, each with the vendors in that category.
How to choose EDR, XDR or MDR for a small or mid-sized company: what each does, what to evaluate, what to ask vendors and what drives the cost.
9 vendors Read guide → Buyer guide Identity and accessA practical guide to SSO, MFA, identity governance, privileged access and password managers for small and mid-sized IT teams choosing a solution.
13 vendors Read guide → Buyer guide Email securityHow small and mid-sized IT teams can choose email security: anti-phishing, business email compromise, Microsoft 365 and Workspace protection, DMARC.
5 vendors Read guide → Buyer guide Compliance and GRCHow to evaluate compliance automation, GRC, vendor risk and trust center tools for SOC 2, ISO 27001 and HIPAA, and what the software cannot do for you.
6 vendors Read guide → Buyer guide Security awarenessHow to evaluate phishing simulation, security awareness training and human risk tools, and how to run a program that changes behavior.
4 vendors Read guide → Buyer guide Backup and recoveryHow to evaluate backup and recovery for servers, endpoints, cloud and SaaS, with a focus on immutable copies, ransomware recovery and tested restores.
4 vendors Read guide → Buyer guide Security operationsHow a small or mid-sized company should choose SIEM, SOAR, AI triage or a managed SOC: what each does, what to evaluate and what drives the cost.
18 vendors Read guide → Buyer guide AI governanceHow to govern employee AI use, prevent data loss to AI tools and secure AI agents: what to decide first, what to evaluate and what drives the cost.
11 vendors Read guide → Buyer guide Workflow automationHow to choose iPaaS, job scheduling or IT and security workflow automation: what each does, what to evaluate, what to ask vendors and what drives the cost.
4 vendors Read guide →Vendor lists without a guide yet.
Behavioural email security that blocks phishing, BEC and account takeover, plus identity and AI-usage protection.
Email security for Microsoft 365 and Google Workspace that uses AI agents to stop phishing, BEC and vendor fraud.
SecOps platform with SIEM and 24/7 managed threat detection and response for mid-market security teams.
Python package management and a platform for building, securing and deploying data science and AI workflows.
Automated visual and functional testing platform for web and mobile apps, used by developers and QA teams.
Managed security operations with a 24/7 SOC, threat detection and incident response services.
Authentication and authorization platform developers use to add login, SSO and access control to their applications.
Asset intelligence platform that inventories devices, cloud, SaaS and identities to find security exposures and gaps.
Privileged access management and identity security for human, machine and AI-agent accounts.
Open-source password and secrets manager for teams and enterprises, with SSO integration and self-hosting.
Managed detection and response with a 24/7 SOC, SIEM and vulnerability management, largely sold through MSPs.
Detection and takedown of phishing sites, lookalike domains and scam ads that impersonate a company's brand.
Identity governance for access requests, access reviews and joiner-mover-leaver workflows across workforce apps and AI agents.
Integration platform (iPaaS) for connecting business apps, data and AI workflows, with API management and EDI.
Observability platform for metrics, traces and logs in Kubernetes and microservice environments, with data cost controls.
Global network for securing and accelerating apps, with Zero Trust access, DDoS protection and edge compute.
Cloud cost optimization and FinOps platform and services for AWS, Google Cloud and Azure spend.
Phishing detection, remediation and simulation training with managed phishing defense and threat intelligence for security teams.
Automates answers to customer security questionnaires and vendor assessments, with a hosted trust center for security teams.
Data loss prevention, insider risk and DSPM platform that traces how sensitive data moves across endpoints, SaaS and AI tools.
Discovers and classifies sensitive data across cloud, SaaS and on-prem stores to manage data security posture and access.
Unified endpoint, network and email protection with 24x7 MDR, aimed at MSPs and small and mid-sized businesses.
Business password and passkey manager with credential risk detection and secure sharing for employees.
Monitoring platform covering infrastructure, APM, logs and security signals for cloud applications and engineering teams.
Automatically grows and shrinks AWS EBS and Kubernetes persistent volumes to cut cloud block-storage costs.
Data catalog with lineage, discovery and governance across a company's data estate, available open source or as a cloud service.
SQL-based data transformation framework for building, testing and deploying data pipelines in the warehouse.
Compliance automation for SOC 2, HIPAA, ISO 27001 and GDPR, aimed at startups and growing companies.
Customer identity platform for adding login, SSO and access controls for users, partners and AI agents.
Social engineering defense combining brand and executive impersonation takedowns, phishing simulation and email security.
Self-hosted platform for building AI agents that automate cloud provisioning, security and compliance work for DevOps teams.
Cloud file server and content platform with secure sharing, permissions and governance for business files.
Semantic layer that turns data warehouse tables into verified business context for AI agents and analysts.
Cloud backup and data protection that keeps cloud data recoverable and usable for analytics.
Data governance platform that inventories sensitive data and enforces consent, privacy requests and AI usage policies.
Next-generation firewalls, SASE, secure SD-WAN, switching and wireless, plus SOC and cloud security tools for enterprises.
Cloud-based access control and visitor management for offices and commercial buildings.
Security data platform for collecting and searching logs, offered as an alternative to traditional SIEMs.
Bug bounty, vulnerability disclosure, pentesting and AI red teaming using a crowdsourced security researcher community.
SIEM and SOC platform with prebuilt detections and automated alert triage for small security operations teams.
Managed EDR, identity threat response, SIEM and security awareness training backed by a 24/7 SOC, sold to businesses and MSPs.
Management layer that unifies and tunes rules across multiple WAFs, CDNs and edge security controls.
Data access control that enforces policies on who can query sensitive data in cloud data platforms.
Access control and security management software that unifies doors, video and building systems.
AI SOC platform that triages and investigates security alerts from SIEM, endpoint, identity and cloud tools for enterprises.
Device management, endpoint detection and response, workforce identity and compliance automation in one platform for IT teams.
Job scheduling and workload automation across Windows, Linux and cloud systems from one console.
Identity governance and SaaS management: app discovery, access reviews, lifecycle automation and shadow IT detection.
Password management, privileged access management and secrets management for businesses and MSPs.
Feature flags, progressive delivery, experimentation and runtime controls for engineering teams shipping code and AI agents.
GRC platform for managing risk, compliance frameworks, third-party risk and control testing in enterprises.
Infrastructure, cloud and log monitoring with AI-assisted alerting for enterprise IT operations teams.
Cloud cost optimisation that finds savings, checks which changes are safe and applies them with approval.
AI video security that adds detection and search to existing cameras across enterprise sites.
Identity governance platform automating access reviews, joiner-mover-leaver workflows and app access requests for human and machine identities.
Kernel-level enforcement that blocks ransomware, unauthorised changes and out-of-scope AI agent actions on servers and endpoints.
Remote monitoring and management, patching, backup and endpoint security for MSPs and internal IT teams.
Network automation platform for mapping hybrid networks, troubleshooting outages and validating changes for NetOps teams.
Endpoint management platform combining RMM, patching, MDM, backup and remote access for IT teams and MSPs.
FinOps assistant that analyses AWS and GCP cost data to explain spend changes, flag anomalies and forecast.
Confidential computing platform for running AI workloads and RAG on sensitive data with enforced policy guardrails.
Cloud-managed video surveillance cameras, recorders and analytics for multi-site businesses.
Open-source observability platform for storing and querying logs, metrics and traces at lower storage cost.
Identity and access management platform automating access governance, lifecycle management and risky-access remediation.
Audit, risk and compliance management platform for internal audit and GRC teams.
Agentless cloud security platform (CNAPP) finding vulnerabilities, misconfigurations and exposed data across multi-cloud environments.
Cybersecurity platforms spanning firewalls, SASE, cloud security, SOC tooling and threat intelligence for enterprises.
Third-party cyber risk management platform for vendor security questionnaires, monitoring and remediation.
Software deployment, patching and inventory for Windows and macOS devices, on-premises or from the cloud.
Penetration test reporting and vulnerability management platform for security teams and testing firms.
Cloud-based network access control, RADIUS and zero trust remote access without on-site hardware.
Master data management platform that cleans, matches and governs records across enterprise applications.
Email and collaboration security, data loss prevention and security awareness training for organisations.
AI agents that triage and investigate security alerts, hunt threats and assess detection coverage for SOC teams.
Automated discount and commitment management that lowers AWS, Azure and Google Cloud bills.
Cloud spend optimisation service that automates savings and cost visibility across AWS, GCP and Azure.
Kafka-compatible data streaming platform with connectors, real-time SQL and a governed gateway for running AI agents.
Runtime security for AI workloads and agents, showing what they run, call and access in production.
Incident management for engineering teams covering on-call scheduling, incident response, retrospectives and status pages.
Backup and recovery for on-premises, cloud and SaaS data, built around recovering from ransomware.
Hyperconverged virtualisation, edge computing and managed SD-WAN for organisations running many distributed sites.
Identity and access management that authenticates and authorises workforce, customer and AI agent identities.
Network and infrastructure observability that correlates alerts and finds root causes for network operations teams.
Static code analysis, dependency scanning and secrets detection that surfaces security issues in source code for developers.
Data security posture management that discovers, classifies and governs sensitive data across cloud, SaaS and AI tools.
AI service desk that automates IT requests, onboarding, offboarding and just-in-time access.
Dedicated, GPU and cloud servers plus colocation hosting, with optional managed services and cloud backup.
Platform for running AI agents, LLM gateways and data tools inside an organisation's own infrastructure.
Analytics workspace for building dashboards, data apps and agents directly on live cloud warehouse data.
API design and testing, automated UI testing, test management and error monitoring tools for software teams.
Windows imaging, application deployment and remote desktop management for IT teams.
Code search and codebase context for engineering teams and AI coding agents working across large repositories.
Orchestration platform for running and governing Terraform, OpenTofu, Pulumi and Ansible infrastructure-as-code workflows.
AI video camera system for security and operations monitoring in retail, manufacturing and warehouses.
Security automation platform with low-code playbooks and case management for SOC triage, incident response and vulnerability workflows.
IT service management and help desk software with incident, change, asset management and CMDB for IT teams.
Endpoint management and security for real-time visibility, patching and remediation across large device fleets.
Distributed SQL database handling transactional, analytical and vector workloads, offered self-managed or as a managed cloud service.
Workflow automation platform where security and IT teams build governed AI agents, apps and automated processes.
Managed or self-hosted load balancing, DNS and application delivery for keeping web applications available.
Compliance automation for SOC 2, ISO 27001, HIPAA and similar frameworks, plus vendor risk and audit evidence collection.
Threat detection and response across network, identity and cloud traffic, with optional managed detection services.
Cloud-managed security cameras, access control and alarms for multi-site organisations.
Hybrid infrastructure observability across compute, storage, network and applications, including GPU and AI workload cost monitoring.
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