Built for Teams Who Can't Afford a Missed Detection
Write, test, and deploy detection rules at the speed of modern threats, with confidence in every alert.
Build Rules Smarter.
Ship Them Faster.
RuleHawk key features are designed to help you build better detection rules, ship them with confidence, and maintain them at scale — so you can stop threats faster and stay ahead of adversaries.
AI Orchestration
Every stage of detection rule development is powered by AI expertise — with a human-in-the-loop approach that keeps your team in control of every decision.
Audited Rule Lifecycle
Every rule change is tracked, owned, and reviewed — with full version history so nothing ships without accountability.
Metrics-Driven Validation
A live dashboard surfaces team activity, rule health, and bypass risks — so you always know what's working and what needs attention.
Consistent Rule Quality
Every rule passes two phases of stress-testing before it ships — guaranteeing consistent, production-grade quality across your entire detection library.
Always-On Attack Simulation
Attack simulation continuously validates both active pipeline rules and the full rule library — so nothing goes stale and every detection stays proven.
The workflow that brings confidence
Stage 01
Rule Copilot Development
AI and engineers co-write KQL detection rules in real-time.
Stage 02
Static Verification
Automated checks validate rule syntax, logic, and schema compliance.
Stage 03
Adversary Emulation
Rules are stress-tested against simulated attack scenarios.
Stage 04
Feedback Loop & Rule Modernization
Results feed back into the rule to refine accuracy and coverage.
Stage 05
Rule Ready for Deployment
Validated rules are packaged and pushed to production platforms.
The workflow that brings confidence
Stage 01
Rule Copilot Development
AI and engineers co-write KQL detection rules in real-time.
Stage 02
Static Verification
Automated checks validate rule syntax, logic, and schema compliance.
Stage 03
Adversary Emulation
Rules are stress-tested against simulated attack scenarios.
Stage 04
Feedback Loop & Rule Modernization
Results feed back into the rule to refine accuracy and coverage.
Stage 05
Rule Ready for Deployment
Validated rules are packaged and pushed to production platforms.
Different needs. RuleHawk covers them all.
Detection Engineers
One place for the entire detection lifecycle.
Every stage built in. No context switching, no handoff gaps — just rules that ship fast and ship right.
SOC Analysts
Only the alerts that matter.
RuleHawk tightens rule precision through continuous validation, reducing false positive rates without sacrificing coverage. Your team spends time on real threats, not noise triage.
Threat Hunters
Hunt queries that are proven to catch real threats.
Most hunt queries are written in a vacuum — they look correct but have never been tested against real attack behavior. RuleHawk validates every query against adversary emulation runs before it ships.
Security Leadership
Coverage, gaps, and velocity — no status meeting required.
RuleHawk gives leadership the picture they need — coverage growing, bypasses being addressed, rules shipping — without pulling engineers into status meetings. The data surfaces naturally from the work already being done. Confidence comes from the system, not from oversight.
Different needs. RuleHawk covers them all.
One place for the entire detection lifecycle.
Every stage built in. No context switching, no handoff gaps — just rules that ship fast and ship right.
Detection Engineers
Run the full detection lifecycle — comfortably, fast, and with quality you can measure at every step.
SOC Analysts
Fewer false positives, higher-fidelity alerts, and full visibility into rule health.
Threat Hunters
Hunt queries are pre-validated against real adversary emulation — ready to pursue.
Security Leadership
Coverage trends, deployment pace, and bypass data — without getting into the weeds.
Every rule. Every signal. One dashboard.
Track detection coverage, rule health, and bypass attempts across your entire detection library in real time.
Detection Rules & MITRE Coverage
Last 7 months
Rule Queue
Pending & in progress
Detect lateral movement via PsExec over SMB
[BYPASS] Privilege escalation — token impersonation
Suspicious scheduled task creation via schtasks
Defense evasion — timestomping detection
Exfil over DNS — high-entropy subdomain burst
New Technique Identification
Bypass Confirmation
Rule Adjustment
Update Request Created
24/7 Bypass Search
RuleHawk never stops looking. Autonomous agents continuously probe your detection rules against the latest evasion techniques — closing gaps before attackers can exploit them.
New Technique Identification
Continuously ingests threat intelligence and maps emerging TTPs against your current rule coverage.
Bypass Confirmation
Simulates attack variants against live rules to confirm whether a technique evades detection.
Rule Adjustment
The Detection Engineering AI agent proposes and validates a patch in an isolated test environment.
Update Request Created
An update request is pushed to your pipeline for human review and rule modification.
From the founders
RuleHawk uses software-engineering best practices to ensure that all detection rules meet high-quality standards and would work during the real incident.
RuleHawk transforms detection hope into detection confidence.
Available Autumn 2026
RuleHawk is in active development.