CISO Tribune

Vendor comparison · 2 companies

Abnormal AI vs Darktrace

Abnormal AI sells a behavioral security platform that protects email, identity, and AI. Darktrace sells security for AI systems and agents, for network, cloud and OT environments, and for email and collaboration tools. CISO Tribune files both under Email 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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  • Abnormal AI
  • Darktrace
Abnormal AI vs Darktrace: Products, Customers and Funding Compared
Abnormal AIAbnormal AI sells a behavioral security platform that protects email, identity, and AI.abnormal.aiDarktraceDarktrace sells security for AI systems and agents, for network, cloud and OT environments, and for email and collaboration tools.darktrace.com
What it sells
  • Account Takeover Protection[3][12][19]Detects and remediates compromised Microsoft 365 and Google Workspace accounts.
  • Identity Threat Protection[3][11][12][15]Correlates signals to contain threats before and after authentication.
  • Email Productivity[12][18]Moves low-priority promotional email out of the inbox.
  • Darktrace / EMAIL[14][15]Email security that catches phishing, business email compromise, executive impersonation and social engineering attacks.
Categories
Headquarters
San Francisco, United States[1]Cambridge, United Kingdom[2]
Founded
2018[1]2013[2]
Ownership and funding
Privately held[2][12][14]Series D (USD 250 million round), August 6, 2024[2]Owned by Thoma Bravo since 2024[3][12][13][17]
Named customers
  • Domino’s[4]
  • Avery Dennison[5]
  • Valvoline[6]
  • Ingersoll Rand[7]
  • Save the Children[8]
  • Coca-Cola Beverages Northeast[4]
  • HARMAN International[5]
  • City of Las Vegas[6]
  • Centre Parcs[7]
  • Banco Galicia[8]
Recent news
  • November 4, 2026Abnormal AI appointed Don Jeter as Chief Marketing Officer, reporting to the CEO and overseeing the global marketing team.[23]
  • September 24, 2026Abnormal AI previewed four AI Security suite products, including AI Agent Security and AI Cloud Security, with general availability planned for Q4 2026.[9]
  • August 27, 2026Abnormal AI expanded its email security platform with Control Center, Email DLP Rules and upgrades to its AI Phishing Coach.[10]
  • August 19, 2026Abnormal AI and OpenAI announced a strategic partnership, with Abnormal expanding its internal use of OpenAI and joining the OpenAI Daybreak Cyber Partner Program as an early security partner.[25]
  • July 29, 2026Abnormal AI extended its behavioral security to cover identities, AI systems and insider threats.[13]
  • September 24, 2026Darktrace launched Signal Labs, a research unit that tests how AI models and agents misbehave in sandboxed environments, and published its first findings.[9]
  • September 22, 2026Darktrace made its SECURE AI product generally available, giving enterprises tools to discover AI use, monitor people and agents, and act on policy risks.[10]
  • August 4, 2026Darktrace announced an integration that feeds behavioral risk signals about AI agents from its SECURE AI product into the Microsoft Agent 365 portal.[11]
G2 and Gartner Peer Insights
  • G2: listed, seen October 23, 2026[14]
  • Gartner Peer Insights: Not stated on its pages
  • G2: listed, seen November 3, 2026[13]
  • Gartner Peer Insights: Not stated on its pages
Who it fits
Not written yetNot written yet
Last verified
October 10, 2026October 10, 2026

Where they overlap

  • Abnormal AI and Darktrace are both filed under Email security.

Where they differ, field by field

  • Abnormal AI's primary category is Email security; Darktrace's is Network detection and response.
  • Abnormal AI is also filed under Identity threat detection and response, Workforce AI usage security and AI model and agent security. Darktrace is also filed under OT and ICS security.
  • Abnormal AI lists Account Takeover Protection, Identity Threat Protection and Email Productivity. Darktrace lists Darktrace / EMAIL.
  • Abnormal AI is headquartered in San Francisco, United States. Darktrace is headquartered in Cambridge, United Kingdom.
  • Abnormal AI was founded in 2018. Darktrace was founded in 2013.
  • Abnormal AI is privately held. Darktrace is owned by Thoma Bravo, since 2024.
  • Abnormal AI's latest recorded funding is Series D (USD 250 million round), dated August 6, 2024.
  • Abnormal AI publicly names Domino’s, Avery Dennison, Valvoline, Ingersoll Rand and Save the Children. Darktrace publicly names Coca-Cola Beverages Northeast, HARMAN International, City of Las Vegas, Centre Parcs and Banco Galicia.

What it sells: Abnormal AI

What Account Takeover Protection does[3][12][19]
Account Takeover Protection learns normal sign-in, device, and behavioral patterns for each user. It remediates a confirmed compromise by signing out all open sessions, blocking access, and forcing a password reset. Abnormal AI says it correlates Microsoft 365 and Google Workspace sign-in signals with communication behavior. It identifies session and token-based attacks that defeat MFA.
What Identity Threat Protection does[3][11][12][15]
Identity Threat Protection correlates signals to contain threats before and after authentication. Abnormal AI says it correlates email, IdP, and SaaS signals into one behavioral model. The model catches privilege misuse and socially-engineered MFA resets.
What Email Productivity does[12][18]
Email Productivity uses behavioral AI to learn what matters to each employee and move low-priority promotional email out of the inbox. It moves detected graymail to a Promotions folder in Outlook or a Graymail label in Gmail. It deploys through API integration with no rules, policies, or quarantine configuration to manage. It supports Passive, Partial, and Active deployment modes.

What it sells: Darktrace

What Darktrace / EMAIL does[14][15]
Darktrace / EMAIL learns from each organization's own activity and users, not a shared cross-customer model. Darktrace says it catches phishing, business email compromise, executive impersonation, and social engineering attacks. Behavioral detection extends across Microsoft Teams, Zoom, and Slack. Each employee's risk score adapts their email controls.

Questions about Abnormal AI and Darktrace

What do Abnormal AI and Darktrace sell?
Abnormal AI sells Account Takeover Protection, Identity Threat Protection and Email Productivity. Darktrace sells Darktrace / EMAIL.
Are Abnormal AI and Darktrace in the same category?
They share Email security. Abnormal AI's primary category is Email security and Darktrace's is Network detection and response.
Where are Abnormal AI and Darktrace headquartered?
Abnormal AI is headquartered in San Francisco, United States. Darktrace is headquartered in Cambridge, United Kingdom.
When were Abnormal AI and Darktrace founded?
Abnormal AI was founded in 2018. Darktrace was founded in 2013.
Who owns Abnormal AI and Darktrace?
Abnormal AI is privately held. Abnormal AI's latest recorded funding is Series D (USD 250 million round), dated August 6, 2024. Darktrace is owned by Thoma Bravo, since 2024.
Which customers do Abnormal AI and Darktrace name?
Abnormal AI publicly names Domino’s, Avery Dennison, Valvoline, Ingersoll Rand and Save the Children. Darktrace publicly names Coca-Cola Beverages Northeast, HARMAN International, City of Las Vegas, Centre Parcs and Banco Galicia.
What have Abnormal AI and Darktrace announced recently?
November 4, 2026: Abnormal AI appointed Don Jeter as Chief Marketing Officer, reporting to the CEO and overseeing the global marketing team. September 24, 2026: Darktrace launched Signal Labs, a research unit that tests how AI models and agents misbehave in sandboxed environments, and published its first findings.

About Abnormal AI

Abnormal AI sells a behavioral security platform that protects email, identity, and AI. Abnormal says AI-generated attacks are often too subtle for humans to see and too new for traditional threat intel to detect. Abnormal AI says its platform stops the attacks that slip past legacy gateways, including business email compromise, advanced phishing, vendor fraud, and account takeover. Abnormal AI states its mission is to stop crime with AI.[15]

Abnormal AI says its platform connects AI tools, people, agents, and cloud activity through behavioral context to govern adoption, enforce policies, detect threats, and support investigations. The platform has native API integrations across Microsoft 365, Google Workspace, Okta, CrowdStrike, and the customer's SIEM and SOAR. Abnormal AI says each supported connection helps Abnormal understand activity, investigate threats, and apply the controls the customer's team authorizes. Abnormal AI describes Attune as the behavioral AI model that learns what is normal and detects what does not fit. AI Data Analyst lets users ask plain-English questions and get security insights instantly. AI Data Analyst consolidates insights from across the Abnormal environment into a single source of truth.[15][16][20]

For email, Abnormal AI describes Inbound Email Security as stopping BEC, phishing, and credential theft before delivery. AI Security Mailbox is described as an AI co-worker for email security operations. AI Phishing Coach is described as just-in-time training that adapts to each user's real risk. Messaging Security is described as detecting and remediating malicious content in messaging apps, and Misdirected Email as preventing accidental data leakage from misaddressed email. Email DLP Rules combines a custom policy engine with an AI Triage Agent. Teams can launch Email DLP Rules in passive mode, logging matches without taking action, then move to active enforcement. Email Productivity uses behavioral AI to move low-priority promotional email out of the inbox, and Email Productivity deploys through API integration.[15][17][18][21]

For identity, Account Takeover Protection detects and remediates compromised Microsoft 365 and Google Workspace accounts by learning normal sign-in, device, and behavioral patterns for each user. Account Takeover Protection locks attackers out by revoking active sessions and forcing credential resets. Abnormal AI says Account Takeover Protection connects via API to Microsoft 365 and Google Workspace. Abnormal AI says brute force, credential stuffing, and token or session theft produce sign-ins that satisfy authentication. Abnormal AI says its platform correlates email, IdP, and SaaS signals into one behavioral model, catching privilege misuse and socially-engineered MFA resets. Identity Threat Protection correlates signals to contain threats before and after authentication. Infiltration Prevention is described as detecting synthetic personas and infiltration campaigns before access is provisioned. Posture Management is described as catching risky misconfigurations across the email platform.[3][15][19]

AI Cloud Security is described as detecting AI-driven attacks against cloud identities and workloads and containing threats within the customer's response policies. AI Cloud Security is at the Priority First stage, available for purchase and production deployment to selected customers. AI Employee Guardrails is described as keeping employee AI use on task, protecting sensitive data, and enforcing policies based on the person, tool, and request. AI Agent Security is described as inventorying production agents and verifying that each one behaves as intended. AI Agent Security is at the Design Partner stage, where selected customers evaluate the product and give regular feedback to the product team. AI Employee Guardrails is at the Design Partner stage. AI Security Workbench is described as running AI-powered investigations across petabytes of behavioral events.[3][15][20][21][22]

Abnormal AI says it powers 5,000 customers, including 30% of the Fortune 500.[16][17][18][19][20][21][22]

Abnormal AI on the record

Sources

Abnormal AI full record

  1. [1]Launching 24m series a funding from greylockAbnormal AI · abnormal.ai · published November 19, 2019 · Tier A
  2. [2]Series d 5b valuationAbnormal AI · abnormal.ai · published August 6, 2024 · Tier A
  3. [3]PlatformAbnormal AI · abnormal.ai · undated page, accessed September 27, 2026 · Tier A
  4. [4]Dominos rolls out stronger communications securityAbnormal AI · abnormal.ai · undated page, accessed October 10, 2026 · Tier A
  5. [5]Avery dennison case studyAbnormal AI · abnormal.ai · undated page, accessed October 10, 2026 · Tier A
  6. [6]ValvolineAbnormal AI · abnormal.ai · undated page, accessed October 10, 2026 · Tier A
  7. [7]Ingersoll randAbnormal AI · abnormal.ai · undated page, accessed October 10, 2026 · Tier A
  8. [8]Save the childrenAbnormal AI · abnormal.ai · undated page, accessed October 10, 2026 · Tier A
  9. [9]Abnormal ai expands its ai security suiteAbnormal AI · abnormal.ai · published September 24, 2026 · Tier A
  10. [10]Abnormal expands email security platformAbnormal AI · abnormal.ai · published August 27, 2026 · Tier A
  11. [11]Abnormal extends behavioral security platformAbnormal AI · abnormal.ai · published July 28, 2026 · Tier A
  12. [12]Behavioral AI for Email, Identity, and AI Security | Abnormal AIAbnormal AI · undated page, accessed October 23, 2026 · Tier A
  13. [13]Abnormal AI extends behavioral security to identities, AI systems, and insider threatsHelp Net Security · published July 29, 2026 · Tier B
  14. [14]Abnormal AI Reviews 2026: Details, Pricing, & Features - G2G2 · undated page, accessed October 23, 2026 · Tier C
  15. [15]The Behavioral Security Platform | Abnormal AIAbnormal AI · undated page, accessed November 5, 2026 · Tier A
  16. [16]AI Data Analyst | Automated Security Reporting | Abnormal AIAbnormal AI · undated page, accessed November 5, 2026 · Tier A
  17. [17]Email DLP Rules | Abnormal AIAbnormal AI · undated page, accessed November 5, 2026 · Tier A
  18. [18]Graymail Filtering | AI Email Productivity | Abnormal AIAbnormal AI · undated page, accessed November 5, 2026 · Tier A
  19. [19]Stop Account Takeover | ATO Detection | Abnormal AIAbnormal AI · undated page, accessed November 5, 2026 · Tier A
  20. [20]AI Cloud Security | Abnormal AIAbnormal AI · undated page, accessed November 5, 2026 · Tier A
  21. [21]AI Agent Security | Abnormal AIAbnormal AI · undated page, accessed November 5, 2026 · Tier A
  22. [22]AI Employee Guardrails | Abnormal AIAbnormal AI · undated page, accessed November 5, 2026 · Tier A
  23. [23]Abnormal AI Names Don Jeter CMO to Accelerate Its Expansion in AI SecurityAbnormal AI · published November 4, 2026 · Tier A
  24. [24]Abnormal AI Expands Leadership Team to Advance Behavioral AI PlatformAbnormal AI · published April 29, 2026 · Tier A
  25. [25]Abnormal AI and OpenAI Partner to Accelerate Secure Enterprise AI Adoption and Strengthen Cyber DefenseBusiness Wire · published August 19, 2026 · Tier A

Darktrace full record

  1. [1]ProductsDarktrace · darktrace.com · undated page, accessed September 27, 2026 · Tier A
  2. [2]Darktrace named technology pioneer by world economic forumDarktrace · darktrace.com · undated page, accessed September 27, 2026 · Tier A
  3. [3]Darktrace announces formal completion of its acquisition by thoma bravoDarktrace · darktrace.com · published October 1, 2024 · Tier A
  4. [4]Coca cola beverages northeastDarktrace · darktrace.com · undated page, accessed October 10, 2026 · Tier A
  5. [5]Harman internationalDarktrace · darktrace.com · undated page, accessed October 10, 2026 · Tier A
  6. [6]City of las vegasDarktrace · darktrace.com · undated page, accessed October 10, 2026 · Tier A
  7. [7]Center parcs darktraceDarktrace · darktrace.com · undated page, accessed October 10, 2026 · Tier A
  8. [8]Banco galiciaDarktrace · darktrace.com · undated page, accessed October 10, 2026 · Tier A
  9. [9]Darktrace launches signal labs to research emerging risks of enterprise ai agentsDarktrace · darktrace.com · published September 24, 2026 · Tier A
  10. [10]Darktrace extends behavioral security with general availability of darktrace secure aiDarktrace · darktrace.com · published September 22, 2026 · Tier A
  11. [11]Darktrace among first cybersecurity companies selected to integrate risk signals into microsoft agent 365Darktrace · darktrace.com · published August 4, 2026 · Tier A
  12. [12]Darktrace | The Essential AI Cybersecurity PlatformDarktrace · undated page, accessed October 24, 2026 · Tier A
  13. [13]Darktrace / HYBRID NETWORK Reviews & Product Details - G2G2 · undated page, accessed October 24, 2026 · Tier C
  14. [14]AI Cyber Security Solutions | Harden Defenses Inside & OutDarktrace · undated page, accessed November 3, 2026 · Tier A
  15. [15]Microsoft Azure Security & Compliance | Security ServicesDarktrace · undated page, accessed November 3, 2026 · Tier A
  16. [16]AI-Based Email Security Software | Email Threat ProtectionDarktrace · undated page, accessed November 3, 2026 · Tier A
  17. [17]Network Security Management | AI Network Security ProtectionDarktrace · undated page, accessed November 3, 2026 · Tier A
  18. [18]Cloud Security Solutions | AI for Cloud Cyber SecurityDarktrace · undated page, accessed November 3, 2026 · Tier A
  19. [19]AWS Data Loss Prevention, Security Compliance, & ProtectionDarktrace · undated page, accessed November 3, 2026 · Tier A
  20. [20]Operational Technology (OT) Cyber Security SolutionsDarktrace · undated page, accessed November 3, 2026 · Tier A
  21. [21]AI Endpoint Security | Cyber Security Endpoint Protection SuiteDarktrace · undated page, accessed November 3, 2026 · Tier A
  22. [22]Network Security Integrations | Darktrace/NetworkDarktrace · undated page, accessed November 3, 2026 · Tier A
  23. [23]Integrations | Darktrace/EndpointDarktrace · undated page, accessed November 3, 2026 · Tier A

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