Identify malicious activity, suspicious behavior, or compromised assets from security signals. This comparison covers products mapped to the task without requiring industry-specific product evidence.
Companies collected
36
Products compared
76
Industries observed
19
Market observation
Detect Threats is used across many kinds of businesses
This market spans network, email, identity, deception and deepfake detection—not interchangeable tools. Rankings favor concrete detection workflows. Adoption claims are mostly company-level, and substantive review evidence is absent. Zero pricing-transparency scores mean undisclosed pricing, not poor product quality.
This is a broadly applicable task. SOTA2 collected 36 companies and 76 products that address it without depending on one specific industry. We also found 9 industry-specific products across 7 industries, shown below where that narrower context may help a buyer.
7 industry-specific rankings are linked below. Each reflects the product evidence currently available for that market.
AI cybersecurity platform that correlates threats across the entire organization, delivering proactive cyber resilience with real-time detection and autonomous response to known...
Why #1
80/100 evidence score
Correlates known and novel threats across the organization with real-time AI detection; the company reports serving 10,000+ organizations.
DescriptionPrimary Use CasesComplianceIndustry Fit
Task fitStrong
Adoption evidenceStrong
Product evidenceStrong
PricingLimited
Market fitStrong
Best for
Cross-domain enterprise detection across network, cloud, email and identity.
Pricing
Pricing not published
What to verify
Pricing, independent detection benchmarks and product-specific deployment details are not supplied.
AI-powered email security product securing M365, Google Workspace, and on-premise email with threat protection, anomaly detection, and remediation.
Why #2
79/100 evidence score
Provides AI-powered email threat protection, anomaly detection and remediation across M365, Google Workspace and on-premises email; company reach is stated at 42,000+ organizations.
DescriptionPrimary Use CasesPricingCompliance
Task fitStrong
Adoption evidenceStrong
Product evidenceStrong
PricingLimited
Market fitStrong
Best for
Hybrid email environments needing threat and anomaly detection.
Pricing
Contact for pricing
What to verify
Pricing is contact-only; the customer count covers the company, not this product specifically.
Real-time deepfake detection bot that joins Zoom, Teams, Meet, and Webex calls to flag face swaps, voice clones, and synthetic personas.
Why #3
76/100 evidence score
A meeting bot flags face swaps, voice clones and synthetic personas across Zoom, Teams, Meet and Webex. Monthly and annual subscription tiers are disclosed.
DescriptionPricingFree Plan Or TrialCompliance
Task fitStrong
Adoption evidenceLimited
Product evidenceStrong
PricingStrong
Market fitStrong
Best for
Live-meeting impersonation and deepfake detection.
Pricing
$0/mo (Flex plan); Team $350/mo or $280/mo annually; Business $1,000/mo or $800/mo annually; Enterprise custom
What to verify
Meeting-specific accuracy and customer deployments are unverified; SOC 2 and ISO 27001 are listed as in progress.
AI-powered deception solution for the early detection of APTs and AI-driven attacks, exposing stealthy reconnaissance and lateral movement before critical assets are accessed.
Why #4
71/100 evidence score
Uses AI-powered deception to expose stealthy reconnaissance and lateral movement before critical assets are accessed. The company reports serving midsize enterprises, Fortune 500 companies and government agencies.
DescriptionPrimary Use CasesComplianceIndustry Fit
Task fitStrong
Adoption evidenceModerate
Product evidenceStrong
PricingLimited
Market fitStrong
Best for
Early APT, reconnaissance and lateral-movement detection through deception.
Pricing
Pricing not published
What to verify
Customer reach is company-level; deployment requirements, detection benchmarks and pricing are unspecified.
Detects deepfake audio in two seconds for contact center calls, enabling agents to identify synthetic voices.
Why #5
71/100 evidence score
Identifies synthetic voices during contact-center calls with a stated two-second detection time; the company reports experience across five billion interactions.
DescriptionPrimary Use CasesComplianceIndustry Fit
Task fitStrong
Adoption evidenceModerate
Product evidenceStrong
PricingLimited
Market fitStrong
Best for
Live-call deepfake screening in contact centers.
Pricing
Pricing not published
What to verify
Company-wide scale and accuracy claims do not validate this product specifically; pricing and test methodology are missing.
Behavioral machine learning and real-time CVE detection reveal anomalous and malicious network activity, supported by threat-hunting and forensic workflows.
DescriptionPrimary Use CasesComplianceSocial Following
Task fitStrong
Adoption evidenceLimited
Product evidenceStrong
PricingLimited
Market fitStrong
Best for
Network-led detection of lateral movement and ransomware.
Pricing
Pricing not published
What to verify
No product-specific customer deployments, detection benchmarks or prices are supplied.
Detection agents enabling intent-driven coverage; describe threat models in natural language and agents hunt against your environment.
Why #8
67/100 evidence score
Turns natural-language threat models into agents that hunt the buyer's environment. The company reports early-user reductions in investigation and detection-engineering effort.
DescriptionPrimary Use CasesComplianceY Combinator
Task fitStrong
Adoption evidenceLimited
Product evidenceStrong
PricingLimited
Market fitStrong
Best for
Security teams building intent-driven detection and threat hunts.
Pricing
Pricing not published
What to verify
Early-user efficiency claims are not detection-accuracy evidence; integrations and pricing remain unspecified.
Email security built from the ground-up to stop AI attacks.
Why #10
66/100 evidence score
Explicitly offers AI email detection for attacks missed by existing defenses, integrated with training and simulations. The company reports 1,500+ customers.
DescriptionPricingComplianceIndustry Fit
Task fitStrong
Adoption evidenceModerate
Product evidenceModerate
PricingLimited
Market fitStrong
Best for
Email detection connected to security training and simulations.
Pricing
$0/year
What to verify
Customer totals are company-wide; the '$0/year' pricing entry lacks scope and does not establish full deployment cost.
