Forward to: Engineering Team

Product & Platform
Engineering Workflows

Ten agent workflows for the Engineering Team — threat feed integration, URL filtering database enrichment, DNS security intelligence, platform detection engine enhancement, NGFW policy automation, XDR telemetry enrichment, SASE cloud intelligence, WildFire analysis enrichment, IoT/OT device domain profiling, and AI-powered detection model training — providing domain intelligence to enhance every security product in the platform portfolio.

1PAN-DB URL Filtering Enhancement

AI agent enriches the PAN-DB URL filtering database with comprehensive domain intelligence — adding page type analysis, enrichment data, and trust scores to improve categorization accuracy, reduce false positives, and accelerate new domain classification.

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Enhance URL Categorization with Domain Intelligence
/products /about /pricing /login IAB Categories OpenPageRank Domain Ages Web Filtering
PAN-DB ENRICHMENT — DOMAIN INTELLIGENCE INTEGRATION ════════════════════════════════════════════════════════════ DOMAINS IN PAN-DB: 800M+ DOMAINS ENRICHABLE: 100M+ (with 20 page types + 6 enrichment fields) CATEGORIZATION IMPROVEMENT: BEFORE ENRICHMENT: Uncategorized domains: 14.2M (daily new domains) Time to categorize: 4-48 hours (traditional crawl + ML) False positive rate: 2.8% Phishing detection (new domains): 78% within 4 hours AFTER ENRICHMENT: Uncategorized domains: 2.1M (85% auto-categorized on registration) Time to categorize: 30 seconds (domain intelligence lookup) False positive rate: 0.4% Phishing detection (new domains): 96% within 30 minutes CATEGORIZATION LOGIC ENHANCEMENT: Domain intelligence signal → PAN-DB category mapping: /pricing + /products + /about + PR >3 + Age >1yr → Business SaaS /login only + Age <30d + PR=0 + no /security → Phishing /api only + Age <14d + Country: high-risk → Malware/C2 /products + /docs + /careers + PR >5 → Technology /blog + /about + Age >2yr + IAB: News → News & Media
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Measure Customer Protection Impact
Customer Impact
PAN-DB Enhancement Impact — 78,000+ NGFW and Prisma Access deployments benefit from domain intelligence enrichment. 85% faster categorization of new domains. 86% reduction in false positives. Customers protected from phishing 3.5 hours faster than before. Zero-day malicious domain detection improved by 23%.
78,000+ customer deployments improved

2DNS Security Intelligence Feed

AI agent generates DNS security intelligence by analyzing domain characteristics at registration time — pre-scoring domains before they become active threats, enabling DNS-layer protection that blocks malicious domains hours or days before traditional threat feeds.

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Pre-Score Domains for DNS Security
/login /api /products Domain Ages Countries OpenPageRank Web Filtering
DNS SECURITY PRE-SCORING — DAILY PIPELINE ════════════════════════════════════════════════════════ NEW DOMAINS REGISTERED TODAY: 142,000 PRE-SCORED BY DOMAIN INTELLIGENCE: 142,000 (100%) PREDICTIVE BLOCKS ISSUED: 8,412 PRE-SCORING MODEL: Risk indicators (domain intelligence based): Age <7 days + PageRank 0 + <3 pages = HIGH RISK (auto-block candidate) /login present within 48hrs of registration = +30 risk points /api present, no /docs = +25 risk points (possible C2) Country: high-risk jurisdiction = +15 risk points IAB mismatch (claimed vs actual content) = +20 risk points TODAY'S PREDICTIVE BLOCKS: Phishing staging domains: 4,234 (blocked before first email sent) C2 infrastructure: 1,847 (blocked before first beacon) Malware distribution: 2,331 (blocked before first download) VALIDATION (24-hour review): Pre-blocked domains confirmed malicious: 97.2% False positives reversed: 236 (2.8%) — all within 4 hours CUSTOMER VALUE: Threats blocked before they become active Average early block time: 47 hours before traditional feed detection

3NGFW Policy Automation Engine

AI agent automates NGFW policy creation and updates using domain intelligence — dynamically generating allow/block/inspect rules based on domain trust scores, page type analysis, and enrichment data rather than static IP-based rules.

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Generate Dynamic NGFW Policies
/security /compliance /products OpenPageRank Domain Ages Web Filtering IAB Categories
NGFW POLICY AUTOMATION — DOMAIN INTELLIGENCE DRIVEN ════════════════════════════════════════════════════════ AUTO-GENERATED POLICY RULES: RULE: trusted-saas-allow Match: Trust >80, IAB: Technology/Business, /security present Action: Allow, standard logging Domains matching: 12,847 | Auto-updated: Every 6 hours Example: salesforce.com, okta.com, github.com RULE: medium-trust-inspect Match: Trust 30-80, any IAB category Action: Allow with SSL decryption + DLP scan Domains matching: 34,891 | Auto-updated: Every 6 hours Example: Niche SaaS tools, new but legitimate services RULE: new-domain-sandbox Match: Age <30 days, Trust <30, any page type Action: Allow with full sandbox inspection Domains matching: 8,234 | Auto-updated: Hourly RULE: malicious-block Match: Trust <10, Web Filtering: Malware/Phishing/C2 Action: Block, alert SOC, log full context Domains matching: 147,234 | Auto-updated: Real-time POLICY MAINTENANCE: Rules auto-updated: No manual policy changes needed Domain reclassifications per day: 2,847 (automated) Policy consistency: 100% (no human error in rule creation)

4Cortex XDR Detection Enhancement

AI agent enhances Cortex XDR detection capabilities by adding domain intelligence context to behavioral analytics — improving detection of C2 beaconing, data exfiltration, lateral movement, and credential theft based on domain characteristics.

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Enhance XDR Detection Models
/api /login /products Domain Ages Countries Web Filtering OpenPageRank
XDR DETECTION ENHANCEMENT — DOMAIN INTELLIGENCE FEATURES ════════════════════════════════════════════════════════════ NEW DETECTION FEATURES (added to XDR ML models): Feature: domain_trust_score (0-100) Input to: C2 detection, data exfil detection, phishing detection Impact: +23% detection rate for novel C2 patterns Feature: domain_age_days Input to: All network-based detections Impact: Newly registered domains weighted 5x higher in risk models Feature: page_completeness_ratio (pages present / 20) Input to: Domain legitimacy scoring Impact: Domains with <5/20 pages flagged for deep inspection Feature: country_risk_score Input to: Geopolitical threat models Impact: Traffic to high-risk jurisdictions triggers enhanced analysis DETECTION IMPROVEMENT METRICS: C2 detection rate: 78% → 94.7% (+16.7pp) Phishing detection rate: 82% → 96.1% (+14.1pp) Data exfil detection rate: 71% → 89.3% (+18.3pp) False positive rate: 8.4% → 2.1% (-6.3pp) Domain intelligence features are now in the top 5 most predictive features in 4 of 6 XDR detection models

5Prisma SASE Cloud Intelligence

AI agent provides domain intelligence for Prisma Access SASE decisions — enabling cloud-delivered security with real-time domain trust scoring, SaaS application classification, and dynamic policy enforcement across all remote users and branch offices.

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Power SASE with Domain Intelligence
/pricing /security /login /compliance IAB Categories Personas Web Filtering
PRISMA ACCESS — DOMAIN INTELLIGENCE INTEGRATION ════════════════════════════════════════════════════════ SASE USE CASES POWERED BY DOMAIN INTELLIGENCE: 1. SaaS Application Discovery & Classification SaaS apps discovered in customer traffic: 14,891 Auto-classified by domain intelligence: 14,891 (100%) /pricing + /login + /products → SaaS classification /security presence → Sanctioned vs unsanctioned decision 2. Shadow IT Detection for Remote Users Remote users: 47,000+ across Prisma Access customers Shadow IT services detected per customer: Avg 67 Detection method: /pricing + /login without /security or /compliance 3. Adaptive Access Policy Domain trust score drives policy: Allow / Inspect / Block Policies adapt in real-time as domain intelligence changes Example: Vendor trust drops 85 → 42 → Auto-switches to SSL inspect CUSTOMER VALUE: SaaS categorization: 100% vs 72% without domain intelligence Shadow IT detection: 3x more unauthorized services identified Policy accuracy: 94% correct decisions vs 78% without enrichment

6WildFire Analysis Enrichment

AI agent enriches WildFire malware analysis with domain intelligence context — adding information about download source domains, C2 destinations, and data exfiltration endpoints to improve malware classification and automated verdict generation.

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Enrich WildFire Verdicts with Domain Context
/products /api /docs Domain Ages Countries Web Filtering OpenPageRank
WILDFIRE ENRICHMENT — DOMAIN INTELLIGENCE LAYER ════════════════════════════════════════════════════════ SAMPLE ANALYSIS: SHA256:a4f8c2e1... BEHAVIORAL ANALYSIS (standard WildFire): File type: PE executable | Downloads payload | Makes DNS queries Network: Contacts 3 external domains | Modifies registry Verdict: Suspicious (score: 62/100) DOMAIN INTELLIGENCE ENRICHMENT: Download source: free-software-cracks.xyz Age: 4 days | PR: 0.0 | Web Filter: Malware +25 risk points: Malicious distribution source C2 domain: telemetry-update-service.com Age: 9 days | PR: 0.0 | Country: Russia /api: Accepts POST with encoded data +30 risk points: C2 infrastructure confirmed Data endpoint: cloud-backup-free.xyz Age: 6 days | PR: 0.0 | Country: Moldova +20 risk points: Exfiltration endpoint ENRICHED VERDICT: MALICIOUS (score: 97/100) Domain intelligence upgraded verdict from Suspicious to Malicious Verdict confidence improved by 35 percentage points

7IoT/OT Device Domain Profiling

AI agent profiles IoT and OT device domain communications — establishing baselines of legitimate vendor domains each device type should contact, detecting anomalous communications to unauthorized domains that may indicate compromised industrial systems.

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Profile IoT Device Domain Baselines
/products /support /docs /api Domain Ages OpenPageRank Countries
IoT/OT DEVICE DOMAIN PROFILING ════════════════════════════════════════════════════════ DEVICE TYPES PROFILED: 847 unique IoT/OT device models VENDOR DOMAINS BASELINED: 2,341 DEVICE: Siemens S7-1500 PLC Legitimate domains (verified): siemens.com — PR: 8.4 | /products, /support, /docs | Firmware updates siemens-cloud.com — PR: 6.2 | /api | Telemetry upload All other external domains: BLOCKED (whitelist-only for OT) ANOMALY DETECTED: PLC-PLANT-07 (Siemens S7-1500) contacted: iot-mgmt-cloud.xyz Domain Age: 14 days | Country: China | PR: 0.0 /api: Data collection endpoint Web Filtering: Newly Registered ALERT: OT device communicating with unauthorized domain RISK: Potential ICS compromise or unauthorized data collection ACTION: Isolate PLC, notify OT security team, forensics initiated BASELINE COVERAGE: Devices with complete domain baselines: 89% of IoT/OT fleet Anomalies detected this month: 14 (3 confirmed malicious)

8Threat Feed Integration & Deduplication

AI agent integrates and deduplicates threat intelligence feeds using domain intelligence as the normalization layer — merging IOCs from multiple sources, eliminating duplicates, resolving conflicts, and scoring the combined feed for quality.

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Normalize & Deduplicate Threat Feeds
/security /about OpenPageRank Domain Ages Web Filtering IAB Categories
THREAT FEED INTEGRATION — 14 SOURCES NORMALIZED ════════════════════════════════════════════════════════ INPUT FEEDS: Unit 42: 3,891 IOCs | Abuse.ch: 5,412 | OTX: 12,847 ISAC feeds: 2,234 | VirusTotal: 8,912 | Partner feeds: 4,567 Commercial feeds: 6 sources, 18,234 IOCs Total raw IOCs: 56,097 DEDUPLICATION RESULTS: Exact duplicates removed: 12,847 (22.9%) Domain intelligence resolved: 4,234 (7.5%) — same domain, different names Conflicting verdicts resolved: 891 (1.6%) CONFLICT RESOLUTION EXAMPLE: cdn-analytics-service.com OTX: MALICIOUS | Commercial feed: BENIGN Domain intelligence: Age 2,847d, PR 5.2, /security present, SOC2 RESOLVED: BENIGN (false positive in OTX) OUTPUT: Deduplicated, quality-scored feed: 38,125 unique IOCs High confidence (ready for auto-block): 28,412 (74.5%) Medium confidence (monitoring): 7,234 (19.0%) Low confidence (needs review): 2,479 (6.5%)

9AI Detection Model Training Data

AI agent generates high-quality training data for ML-based detection models by labeling domains with ground truth from domain intelligence — creating vast, accurate training sets that improve detection accuracy across all products in the security platform.

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Generate ML Training Data from Domain Intelligence
/login /api /security /products Domain Ages OpenPageRank Web Filtering IAB Categories Countries Personas
ML TRAINING DATA GENERATION — DOMAIN INTELLIGENCE ════════════════════════════════════════════════════════ TRAINING DATASETS GENERATED: 1. Phishing Detection Model Positive samples (phishing): 234,000 domains Negative samples (legitimate): 1.2M domains Features: 26 domain intelligence features per sample Labels: Ground truth from domain intelligence + manual verification Model accuracy improvement: +14.1pp (82% → 96.1%) 2. C2 Detection Model Positive samples (C2): 89,000 confirmed C2 domains Negative samples: 450,000 legitimate domains with /api pages Key feature: /api present + no /docs + low PageRank + young age Model accuracy improvement: +16.7pp (78% → 94.7%) 3. Domain Reputation Model Training set: 10M domains with full 20-page + 6-enrichment profiles Features: 52 features per domain Output: Trust score (0-100) with category labels Deployed to PAN-DB, DNS Security, and Cortex XDR DATA QUALITY ADVANTAGE: Domain intelligence provides 52 features per domain Traditional training data: 5-8 features per domain 6.5x more features → significantly better model performance

10Platform Telemetry & Detection Metrics

AI agent tracks the impact of domain intelligence across all platform products — measuring detection improvements, false positive reductions, customer protection metrics, and competitive advantage gained from integrating 100M+ domain enrichment data.

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Track Platform-Wide Domain Intelligence Impact
/products /security OpenPageRank Web Filtering Domain Ages
PLATFORM METRICS — DOMAIN INTELLIGENCE IMPACT ════════════════════════════════════════════════════════ Product Before DI After DI Improvement NGFW (PAN-DB) 2.8% FP 0.4% FP -86% false positives DNS Security 78% detect 96% detect +23% detection rate Cortex XDR 71% exfil 89.3% exfil +25.8% data exfil detect Prisma Access 72% SaaS 100% SaaS +39% SaaS classification WildFire 62/100 avg 97/100 avg +56% verdict confidence IoT Security 67% anomaly 89% anomaly +33% OT anomaly detect CUSTOMER PROTECTION SUMMARY: NGFW/Prisma deployments improved: 78,000+ Malicious domains pre-blocked daily: 8,412 Avg early protection vs traditional: 47 hours False positive reduction: 86% across all products
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Generate Engineering Impact Report

Engineering Impact Report — Domain Intelligence Integration

EXECUTIVE SUMMARY ──────────────────────────────────────── Products enhanced: 6 (NGFW, DNS Security, XDR, SASE, WildFire, IoT) Domains enriched: 100M+ with 20 page types + 6 enrichment fields Detection improvement: +14-26 percentage points across all models False positive reduction: -86% average across products COMPETITIVE ADVANTAGE Domain intelligence creates detection capabilities that competitors cannot easily replicate. The combination of 20 page types per domain, 6 enrichment fields, and time-series change data provides: 1. Faster new domain categorization (30 sec vs 4-48 hours) 2. Predictive threat blocking (47 hours early warning) 3. Superior false positive rates (0.4% vs industry avg 3-5%) 4. 52 ML features per domain (vs 5-8 for competitors) 5. IoT/OT baseline profiling (unique capability) This data moat strengthens with each quarterly refresh and grows as the 100M+ domain database expands.
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