Threat Modeling
We analyze the risk of each individual to determine the unique human attack surface.
Exposure Monitoring
Risk Mitigation
Incident Response and Recovery
Threat Modeling
We analyze the risk of each individual to determine the unique human attack surface.
Exposure Monitoring
Risk Mitigation
Incident Response and Recovery
THE HUMAN ATTACK SURFACE
THE HUMAN ATTACK SURFACE
THE HUMAN ATTACK SURFACE
How We Mitigate Personal Attacks
How We Mitigate Personal Attacks
How We Mitigate Personal Attacks

Built on industry standards
Built on industry standards
Built on industry standards
79% of attacks use malware-free methods
79% of attacks use malware-free methods
79% of attacks use malware-free methods
Source: Crowdstrike '24 DRP Report
Source: Crowdstrike '24 DRP Report
Every Kanary capability counters real MITRE ATT&CK techniques that adversaries use to target individuals. Our team of researchers validate capabilities against thousands of reported personal incidents as vectors evolve.
Every Kanary capability counters real MITRE ATT&CK techniques that adversaries use to target individuals. Our team of researchers validate capabilities against thousands of reported personal incidents as vectors evolve.
MITRE ATT&CK FRAMEWORK
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Threat actor technique
Kanary capability
T1591
T1591.001
T1591.004
Gather Victim Org Info
Scraping org charts, job titles, conference appearances, and org relationships from LinkedIn
LinkedIn Profile Scanning
Flags exposed PII and job roles visible to adversaries
T1589
T1591
T1593
T1593.001
T1593.002
Search Open Websites / Data Brokers
Aggregating personal data across people-search sites, Whitepages, Intelius, and Google results
Data Broker Removal
Opt-outs across a broad range of sites with managed Google cache suppression and monthly re-scans
T1589
T1591
T1593
T1593.001
Search Victim-Owned Social Media
AI-assisted OSINT on public posts to build target profiles and identify physical locations
X & LinkedIn Post Scanning
Detects PII, doxxing content, and weaponizable information across public social media posts
T1589
T1591
T1593
T1593.001
T1593.002
Gather Victim Identity Info
Harvesting home addresses, phone numbers, emails, and family relationships from data brokers
PII Exposure Monitoring
Tracks unlimited address, name, phone, and email variants with configurable scan frequency
Reconnaissance
Reconnaissance
Threat actor technique
Kanary capability
T1591
T1591.001
T1591.004
Gather Victim Org Info
Scraping org charts, job titles, conference appearances, and org relationships from LinkedIn
LinkedIn Profile Scanning
Flags exposed PII and job roles visible to adversaries
T1589
T1591
T1593
T1593.001
T1593.002
Search Open Websites / Data Brokers
Aggregating personal data across people-search sites, Whitepages, Intelius, and Google results
Data Broker Removal
Opt-outs across a broad range of sites with managed Google cache suppression and monthly re-scans
T1589
T1591
T1593
T1593.001
Search Victim-Owned Social Media
AI-assisted OSINT on public posts to build target profiles and identify physical locations
X & LinkedIn Post Scanning
Detects PII, doxxing content, and weaponizable information across public social media posts
T1589
T1591
T1593
T1593.001
T1593.002
Gather Victim Identity Info
Harvesting home addresses, phone numbers, emails, and family relationships from data brokers
PII Exposure Monitoring
Tracks unlimited address, name, phone, and email variants with configurable scan frequency
Threat actor technique
Kanary capability
T1591
T1591.001
T1591.004
Gather Victim Org Info
Scraping org charts, job titles, conference appearances, and org relationships from LinkedIn
LinkedIn Profile Scanning
Flags exposed PII and job roles visible to adversaries
T1589
T1591
T1593
T1593.001
T1593.002
Search Open Websites / Data Brokers
Aggregating personal data across people-search sites, Whitepages, Intelius, and Google results
Data Broker Removal
Opt-outs across a broad range of sites with managed Google cache suppression and monthly re-scans
T1589
T1591
T1593
T1593.001
Search Victim-Owned Social Media
AI-assisted OSINT on public posts to build target profiles and identify physical locations
X & LinkedIn Post Scanning
Detects PII, doxxing content, and weaponizable information across public social media posts
T1589
T1591
T1593
T1593.001
T1593.002
Gather Victim Identity Info
Harvesting home addresses, phone numbers, emails, and family relationships from data brokers
PII Exposure Monitoring
Tracks unlimited address, name, phone, and email variants with configurable scan frequency
Resource development
Resource development
Threat actor technique
Kanary capability
T1585.001
Establish Fake Social Media Accounts
Creating lookalike profiles on X and LinkedIn to impersonate executives and conduct social engineering
Impersonation Detection
Scans X and LinkedIn for profiles and posts matching protected individual information
Compromise Social Media Accounts
Exploiting weak MFA settings or lax default privacy configurations to hijack legitimate accounts
T1585.001
Account Settings Hardening
Enforces strong privacy settings, and assists with setup across social platforms
T1588
Obtain Capabilities via OSINT
Using scraped photos, audio, and video to fuel AI deepfake tools for impersonation campaigns
Exposure Minimization
Removes photos and PII from public-facing sources before they can be used to generate synthetic media
Threat actor technique
Kanary capability
T1585.001
Establish Fake Social Media Accounts
Creating lookalike profiles on X and LinkedIn to impersonate executives and conduct social engineering
Impersonation Detection
Scans X and LinkedIn for profiles and posts matching protected individual information
Compromise Social Media Accounts
Exploiting weak MFA settings or lax default privacy configurations to hijack legitimate accounts
T1585.001
Account Settings Hardening
Enforces strong privacy settings, and assists with setup across social platforms
T1588
Obtain Capabilities via OSINT
Using scraped photos, audio, and video to fuel AI deepfake tools for impersonation campaigns
Exposure Minimization
Removes photos and PII from public-facing sources before they can be used to generate synthetic media
Defense evasion
Defense evasion
Threat actor technique
Kanary capability
T1036
Masquerading
Fake profiles crafted to look identical to executive accounts — same photo, similar handle, copied bio — evading platform detection for months
Lookalike Profile Detection
Continuously scans for profiles matching name, handle patterns, and bio attributes; flags subtle variations designed to evade casual review
T1036.009
Blend into Platform Norms
Adversaries operate fake personas within normal platform behavior — liking posts, commenting, building followers — to appear legitimate before striking
Behavioral Pattern Monitoring
Frequent scans track emerging profiles over time, not just point-in-time snapshots, catching personas as they mature
Threat actor technique
Kanary capability
T1036
Masquerading
Fake profiles crafted to look identical to executive accounts — same photo, similar handle, copied bio — evading platform detection for months
Lookalike Profile Detection
Continuously scans for profiles matching name, handle patterns, and bio attributes; flags subtle variations designed to evade casual review
T1036.009
Blend into Platform Norms
Adversaries operate fake personas within normal platform behavior — liking posts, commenting, building followers — to appear legitimate before striking
Behavioral Pattern Monitoring
Frequent scans track emerging profiles over time, not just point-in-time snapshots, catching personas as they mature
Initial access
Initial access
Threat actor technique
Kanary capability
T1566
Spear-Phishing via Social Media
Attacks built entirely from LinkedIn data — job title, direct number, recent events — requiring no system breach
Attack Surface Reduction
Threat-model-based removal prioritizes the data points most commonly weaponized in social engineering campaigns
T1589
T1591
T1591.001
T1591.004
T1593
T1593.001
Trusted Relationship Abuse
Using inferred org relationships and professional or family connections to pivot laterally into target organizations
Family and Professional Network Protection
All-in-one coverage of trusted relationships from the central control of your core profile: for team members and family. No limits on family members or team members.
Threat actor technique
Kanary capability
T1566
Spear-Phishing via Social Media
Attacks built entirely from LinkedIn data — job title, direct number, recent events — requiring no system breach
Attack Surface Reduction
Threat-model-based removal prioritizes the data points most commonly weaponized in social engineering campaigns
T1589
T1591
T1591.001
T1591.004
T1593
T1593.001
Trusted Relationship Abuse
Using inferred org relationships and professional or family connections to pivot laterally into target organizations
Family and Professional Network Protection
All-in-one coverage of trusted relationships from the central control of your core profile: for team members and family. No limits on family members or team members.
Impact & response
Impact & response
Threat actor technique
Kanary capability
T1491
Defacement, Doxxing & Harassment
Publishing home addresses, threats, and personal information to intimidate targets and disrupt operations
Incident Response & Legal Escalation
Recovery support with legal documentation, escalation pathways, and legal partner access
T1657
Financial Fraud & Identity Theft
Using harvested PII to commit fraud, impersonate targets to financial institutions, or extort victims
Data Sharing & API
Threat models provide early-warning triggers for banks and identity teams so they can block or slow transactions
Threat actor technique
Kanary capability
T1491
Defacement, Doxxing & Harassment
Publishing home addresses, threats, and personal information to intimidate targets and disrupt operations
Incident Response & Legal Escalation
Recovery support with legal documentation, escalation pathways, and legal partner access
T1657
Financial Fraud & Identity Theft
Using harvested PII to commit fraud, impersonate targets to financial institutions, or extort victims
Data Sharing & API
Threat models provide early-warning triggers for banks and identity teams so they can block or slow transactions
Prioritization across thousands of sources and platforms where threats surface
Prioritization across thousands of sources and platforms where threats surface
Prioritization across thousands of sources and platforms where threats surface
Physical intimidation, scams and fraud, and account take overs stem from AI-powered tactics.
Physical intimidation, scams and fraud, and account take overs stem from AI-powered tactics.
Doxxing
Recover from attacks across social platforms like X, LinkedIn, and Twitch. Clean-up posts and profiles drawing attention to addresses or doctored images.
Impersonation
Monitor profiles on LinkedIn for instances of person of interest, executive, or VIP impersonation. Escalate take downs following ToS.
Physical Arrivals
Connect physical security teams with intelligence to prevent unwanted arrivals at residences, offices, and events. Retain a traceable log of threat exposures.
Phishing
Disrupt multi-billion dollar scam operations at the source. Reduce scammer access to high-confidence signal tracking.
Doxxing
Recover from attacks across social platforms like X, LinkedIn, and Twitch. Clean-up posts and profiles drawing attention to addresses or doctored images.
Impersonation
Monitor profiles on LinkedIn for instances of person of interest, executive, or VIP impersonation. Escalate take downs following ToS.
Physical Arrivals
Connect physical security teams with intelligence to prevent unwanted arrivals at residences, offices, and events. Retain a traceable log of threat exposures.
Phishing
Disrupt multi-billion dollar scam operations at the source. Reduce scammer access to high-confidence signal tracking.
Doxxing
Recover from attacks across social platforms like X, LinkedIn, and Twitch. Clean-up posts and profiles drawing attention to addresses or doctored images.
Impersonation
Monitor profiles on LinkedIn for instances of person of interest, executive, or VIP impersonation. Escalate take downs following ToS.
Physical Arrivals
Connect physical security teams with intelligence to prevent unwanted arrivals at residences, offices, and events. Retain a traceable log of threat exposures.
Phishing
Disrupt multi-billion dollar scam operations at the source. Reduce scammer access to high-confidence signal tracking.
MONITORED AND MITIGATED ACROSS
Monitored and Mitigated Across
MONITORED AND MITIGATED ACROSS
Data Brokers
Data Brokers
AI/LLMs
AI/LLMs
Social Media
Social Media
Search Engines
Search Engines

How Does Kanary Compare?
How Does Kanary Compare?
How Does Kanary Compare?
Compare key capabilities, coverage, and workflows to see how Kanary stacks up.
Compare key capabilities, coverage, and workflows to see how Kanary stacks up.
Check out our site on a larger screen for a more comprehensive breakdown.
Compare key capabilities, coverage, and workflows to see how Kanary stacks up.
Capability
Threat Model Based
Kanary
Kanary
Bulk data broker removal
DeleteMe, Optery, Incogni
DeleteMe, Optery, Incogni
Privacy Multi-Tool
Privacy Multi-Tool
Cloaked, Aura, Privacy Bee
Cloaked, Aura, Privacy Bee
Approach
Approach
Precise risk reduction
Precise risk reduction
Bulk data removal
Bulk data removal
Identity-theft and credit repair
Identity-theft and credit repair
Threat model
Threat model
Risk scoring
Risk scoring
(some competitors)
(some competitors)
Privacy risk only
Privacy risk only
Prioritization
Prioritization
Mitigates highest risks first
Mitigates highest risks first
Treats most risk the same
Treats most risk the same
Treats all risk the same
Treats all risk the same
Data handling
Data handling
In house
In house
Outsourced
Outsourced
Mixed approach
Mixed approach
Sources
Sources
Built for targeted attacks
Built for targeted attacks
Built for data broker lists
Built for data broker lists
Built for identity management
Built for identity management
Public Brokers
Public Brokers
300+
300+
85 - 950
85 - 950
85 - 250
85 - 250
Private Brokers
Private Brokers
125
125
Home Image Mapping
Home Image Mapping
Limited
Limited
Dark Web
Dark Web
Limited
Limited
Social media
Social media
X, Linkedin
X, Linkedin
Monitoring only
Monitoring only
Search engines
Google, Bing
Some removal
Some removal
AI/LLMs
ChatGPT
Coverage
Configurable
Basic
Bundled
Free tier
Limited
Fully-managed service tier
Limited
Scanning frequency options
Monthly, Weekly, Daily
Monthly, Quarterly
Monthly, Quarterly
Mobile app
Limited
API
Some competitors
VPN
Custom removals
CSV exports
Limited
Limited
Family member coverage
Add to any account
Requires onboarding
Requires onboarding
Self-service onboarding
Mitigation Techniques
Comprehensive
Sporadic
Fragmented
Data removal
Search de-indexing
Limited
Some competitors
Masking
Limited
Some competitors
Incident response
Limited
Power of Attorney
Some competitors
Some competitors
Attorney General Escalation
Limited
Limited
Capability
Threat Model Based
Kanary
Bulk data broker removal
DeleteMe, Optery, Incogni
Privacy Multi-Tool
Cloaked, Aura, Privacy Bee
Approach
Precise
Bulk
Credit/Identity
Threat model
Risk scoring
(some competitors)
Privacy risk only
Prioritization
Mitigates highest risks first
Treats most risk the same
Treats all risk the same
Data handling
In house
Outsourced
Mixed approach
Sources
Built for targeted attacks
Built for data broker lists
Built for identity management
Public Brokers
300+
85 - 950
85 - 250
Private Brokers
125
Home Image Mapping
Limited
Dark Web
Limited
Social media
X, Linkedin
Monitoring only
Search engines
Google, Bing
Some removal
Some removal
AI/LLMs
ChatGPT
Coverage
Configurable
Basic
Bundled
Free tier
Limited
Fully-managed service tier
Limited
Scanning frequency options
Monthly, Weekly, Daily
Monthly, Quarterly
Monthly, Quarterly
Mobile app
Limited
API
Some competitors
VPN
Custom removals
CSV exports
Limited
Limited
Family member coverage
Add to any account
Requires onboarding
Requires onboarding
Self-service onboarding
Mitigation Techniques
Comprehensive
Sporadic
Fragmented
Data removal
Search de-indexing
Limited
Some competitors
Masking
Limited
Some competitors
Incident response
Limited
Power of Attorney
Some competitors
Some competitors
Attorney General Escalation
Limited
Limited