

Managed Phishing Investigations At Scale
Detecting a phishing threat is the easy part. Investigating it isn't. Daylight runs phishing investigations from start to finish. AI-driven analysis with expert oversight on every case.
Where Phishing Breaks Operations
High Volume, Low Complexity
Phishing triage isn't hard, but it's relentless. Enrich URLs, check sender reputation, analyze attachments, correlate recipients, determine verdict, take action. Repeat thousands of times.
MDR Doesn't Cover Email
Most MDR services explicitly exclude email security from scope, selling it as a separate package. You get 24/7 coverage for endpoints and cloud, but email threats sit in a queue until business hours.
User Reports Go Unanswered
Employees report suspicious emails, but rarely hear back. Without timely feedback, they stop reporting—exactly when AI-generated email attacks make user vigilance more critical than ever.
From Alert to Resolution.
Every Email
AI agents handle investigation at scale. Security experts step in for ambiguous BEC and targeted spearphishing.
Unified Alert Pipeline
Phishing alerts from email security vendors (Google Workspace, Microsoft 365, Sublime, Abnormal AI) and user-reported suspicious emails flow into the same investigation pipeline.


Agentic Investigation
AI agents enrich URLs and domains, analyze sender patterns, check other recipients, review attachment behavior, and correlate against the user's normal communication patterns—producing a verdict with a full evidence chain.
Custom Response
Based on the verdict, Daylight quarantines or deletes malicious emails across all affected mailboxes, identifies who else received the message, whether they clicked, and updates block lists.


Closed-Loop User Communication
Employees who report suspicious emails receive a response with the investigation outcome—reinforcing reporting behavior and building a security-aware culture.
Continuous Posture Improvement
Phishing patterns reveal adversary targeting, repeated clicks highlight training needs, and coverage gaps surface tuning opportunities across your email security stack.

AI Speed. Human Judgment
AI agents investigate every alert at machine speed. Security experts handle the cases that require nuance and business judgment.

AI Agents
Volume · Speed · Consistency
High-volume URL, domain, and sender enrichment across all alerts
Pattern matching against known phishing indicators and techniques
Cross-recipient correlation—who else received it?
Verdict determination for clear-cut cases with full evidence chains
Automated response actions: quarantine, delete, block

Human Experts
Judgment · Nuance · Strategy
Ambiguous cases: Business Email Compromise, targeted spearphishing
Tuning detection sensitivity based on customer feedback
Policy questions and customer communication
Emerging phishing techniques that don't match known patterns
Strategic guidance on email security posture improvements
Email Security Tools Detect. Daylight Resolves
Email security vendors and MDR providers each leave a gap. Daylight closes it with full-cycle managed phishing operations.



Structurally Different
Not a bolt-on email module. Not a separate vendor. Managed phishing operations built on the same AI-native platform and expert backbone.

Every Alert Investigated
No alert queues, no triage shortcuts. AI agents investigate every single alert and user report, eliminating the backlog where threats slip through.

User Reports as a First-Class Source
User-reported suspicious emails enter the same agentic pipeline as vendor alerts. Even reports written by non-professionals with missing context get fully investigated.

Glass Box Evidence Chains
Every phishing investigation shows what was checked and why the verdict was reached. Customers see the rigor, not just the result.

Integrated with Your MDR
For Daylight MDR customers, phishing coverage is native. Same platform, same experts, same investigation methodology. No separate vendor, no coverage gaps.

Closed-Loop Employee Feedback
Every user report gets a response with the outcome, reinforcing reporting as AI-driven email attacks makes human vigilance critical.







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