Forward to: Network Analytics Team

Network Intelligence
Workflows

Ten detailed agent workflows for DPI-powered traffic analysis, application identification, bandwidth optimization, protocol classification, network anomaly detection, subscriber behavior profiling, CDN mapping, encrypted traffic analysis, peering intelligence, and real-time network health monitoring — leveraging all 20 domain page types and enrichment data to deliver actionable network intelligence.

1Application Identification & DPI Classification

AI agent uses domain intelligence to enhance DPI signatures, automatically classifying unknown applications by cross-referencing domain metadata, page types, and IAB categories against observed traffic patterns.

1
Ingest Unclassified Traffic Flows
The network intelligence agent receives a batch of traffic flows that the DPI engine could not classify, extracting SNI hostnames and destination domains for enrichment lookup.
DPI Engine Feed SNI Extraction
NETWORK INTELLIGENCE AGENT — APP IDENTIFICATION ═══════════════════════════════════════════════ TASK: Classify 2,847 unresolved traffic flows from DPI engine SOURCE: Allot SmartEdge DPI — ISP Core Network (Tier-1 EU) PERIOD: 2026-02-17 00:00 — 06:00 UTC METHOD: SNI hostname extraction + domain intelligence enrichment UNCLASSIFIED FLOW SAMPLE: stream-cdn-4k.newplatform.tv — 847 flows, 42.3 GB, port 443 api.emergingfintech.io — 312 flows, 1.2 GB, port 443 mesh-relay.iot-connect.cloud — 1,204 flows, 890 MB, port 8883 update.smartdevice-hub.com — 234 flows, 3.1 GB, port 443 p2p-node.decentralstore.net — 250 flows, 18.7 GB, port 6881
2
Enrich Domains with IAB Categories & Web Filtering
Agent queries the AI Agent Database for each unknown domain, retrieving IAB category taxonomy, web filtering classification, personas, and domain age to build application profiles.
/products /about IAB Categories Web Filtering Domain Ages
DOMAIN ENRICHMENT RESULTS ═══════════════════════════ stream-cdn-4k.newplatform.tv IAB: Arts & Entertainment > Television > Streaming Services Filter: Streaming Media Age: 89 days — New streaming service launch Persona: Cord-Cutters, Streaming Enthusiasts /products: 4K HDR streaming, live sports, originals api.emergingfintech.io IAB: Business > Financial Services > FinTech Filter: Financial Services Age: 2.4 years Persona: SMB Owners, Financial Professionals /api: REST API for payment processing, webhooks mesh-relay.iot-connect.cloud IAB: Technology & Computing > IoT > Smart Home Filter: IoT / Machine-to-Machine Age: 3.1 years Persona: IoT Platform Operators, Smart Home Users /docs: MQTT broker documentation, device provisioning p2p-node.decentralstore.net IAB: Technology > File Sharing > P2P Networks Filter: Peer-to-Peer / File Sharing Age: 47 days Persona: Anonymous File Sharing Users
3
Generate DPI Signature Recommendations
Agent correlates domain intelligence with traffic patterns to produce DPI classification rules, QoS tier assignments, and policy recommendations for the traffic management system.
OpenPageRank Countries /pricing
Domain Signal
stream-cdn-4k.newplatform.tv — New 4K streaming service, high bandwidth. IAB confirms video streaming. Recommend: classify as OTT Video, assign to QoS Tier 2 (Video Streaming).
AUTO-CLASSIFY: OTT Video Streaming
Company Signal
mesh-relay.iot-connect.cloud — IoT MQTT traffic on port 8883. Domain intelligence confirms IoT platform. 1,204 flows = likely device mesh network. Recommend: classify as IoT/M2M, low-priority QoS.
AUTO-CLASSIFY: IoT M2M — Monitor volume
Sector Signal
p2p-node.decentralstore.net — P2P file sharing confirmed by IAB + web filtering. 18.7 GB transfer in 6 hours. Domain age 47 days. Recommend: classify as P2P/File Sharing, apply bandwidth throttling policy.
FLAG: P2P File Sharing — Throttle policy
4
Generate Classification Report & Update DPI Rules
Agent produces a structured classification report and pushes new DPI signatures to the SmartEdge engine for real-time enforcement.

APPLICATION IDENTIFICATION REPORT

═══════════════════════════════════════════════ DPI CLASSIFICATION — AI AGENT REPORT Date: 2026-02-17 | Flows Analyzed: 2,847 ═══════════════════════════════════════════════ AUTO-CLASSIFIED (2,193 flows / 77%): OTT Video Streaming — 847 flows — stream-cdn-4k.newplatform.tv FinTech API — 312 flows — api.emergingfintech.io IoT/M2M — 1,034 flows — mesh-relay.iot-connect.cloud + others FLAGGED FOR POLICY (250 flows / 9%): P2P File Sharing — 250 flows — p2p-node.decentralstore.net → ACTION: Apply bandwidth cap per ISP fair-use policy UNRESOLVED (404 flows / 14%): Encrypted/obfuscated — 404 flows — No SNI, no domain match → ACTION: Escalate to protocol analysis team NEW DPI SIGNATURES PUSHED: 12 PROCESSING TIME: 8.4 seconds (vs ~4 hours manual)

2Bandwidth Utilization Intelligence

AI agent analyzes top bandwidth-consuming domains, enriches them with business intelligence, and identifies optimization opportunities for ISP network capacity planning.

1
Aggregate Top Bandwidth Consumers
Agent collects the top 500 bandwidth-consuming domains across the ISP's network for the past 24 hours, correlating volume with subscriber counts and peak hour distribution.
NetFlow Data Subscriber Analytics
BANDWIDTH INTELLIGENCE AGENT — DAILY ANALYSIS ═══════════════════════════════════════════════ NETWORK: Tier-1 European ISP — 14.2M subscribers PERIOD: 2026-02-16 00:00 — 23:59 UTC TOTAL TRAFFIC: 847 PB downstream, 94 PB upstream TOP BANDWIDTH CONSUMERS (Sample): #1 cdn.netflix.com — 127.4 PB (15.0%) 8.9M subs #2 video.google.com — 98.2 PB (11.6%) 11.2M subs #3 streaming.disney.com — 41.8 PB (4.9%) 3.4M subs #4 live.tiktok.com — 38.1 PB (4.5%) 6.7M subs #5 cdn.instagram.com — 29.3 PB (3.5%) 9.1M subs ... #47 stream-cdn-4k.newplatform.tv — 4.2 PB (0.5%) ↑ 340% week-over-week
2
Enrich with Business & Peering Intelligence
Agent enriches each domain with IAB category, pricing model, CDN infrastructure, country presence, and PageRank to inform peering negotiations and capacity planning.
/pricing /partners IAB Categories Countries OpenPageRank
ENRICHED BANDWIDTH ANALYSIS ════════════════════════════════ stream-cdn-4k.newplatform.tv [SURGE ALERT] IAB: Arts & Entertainment > Streaming > 4K/UHD PageRank: 4.2 (growing rapidly from 1.8 last quarter) Countries: US, UK, DE, FR, NL, SE — European launch detected /pricing: Premium tier $14.99/mo — 4K HDR, live sports content /partners: CDN via Cloudflare + own edge POPs in 12 EU cities /press: "NewPlatform secures Premier League rights for EU" INSIGHT: Live sports 4K streaming will create massive peak-hour spikes RECOMMENDATION: Initiate peering discussion with NewPlatform CDN
3
Forecast & Capacity Planning Output
Agent generates bandwidth forecast models and capacity expansion recommendations based on domain growth trajectories and content strategy intelligence.
/blog /events Personas
Domain Signal
stream-cdn-4k.newplatform.tv — 340% week-over-week growth, Premier League rights, 4K default. Projected to reach 8% of total traffic within 60 days.
CAPACITY ALERT: Peering required
Sector Signal
OTT Video streaming now consumes 41.2% of total downstream bandwidth (up from 37.8% last quarter). 4K adoption accelerating. Live sports driving peak-hour congestion.
TREND: +3.4% QoQ bandwidth share

BANDWIDTH FORECAST REPORT

30-DAY BANDWIDTH FORECAST ═══════════════════════════ Total projected growth: +12.4% month-over-month Peak hour projection: 1.24 Tbps (current capacity: 1.1 Tbps) RISK: Peak-hour congestion expected within 18 days RECOMMENDED ACTIONS: 1. Initiate peering with NewPlatform CDN — save est. $340K/mo transit 2. Upgrade core backbone links EU-West cluster +200 Gbps 3. Deploy local cache nodes for top 3 OTT services 4. Review QoS policy for 4K streaming tier classification PROCESSING TIME: 12.1 seconds | COST: $0.18 API

3Encrypted Traffic Analysis

AI agent enriches encrypted traffic flows (TLS 1.3, QUIC, ECH) with domain intelligence when traditional DPI cannot inspect payloads, maintaining visibility without decryption.

1
Extract Metadata from Encrypted Flows
Agent receives encrypted traffic metadata — SNI values, JA3/JA4 fingerprints, certificate data, IP-to-domain mappings — for flows where payload inspection is not possible.
TLS Metadata JA3 Fingerprints
ENCRYPTED TRAFFIC ANALYSIS AGENT ═══════════════════════════════════ TASK: Classify 14,892 encrypted flows (TLS 1.3 / QUIC / ECH) CHALLENGE: No payload inspection — SNI-only + metadata enrichment METHOD: Domain intelligence correlation + behavioral fingerprinting ENCRYPTED FLOW SAMPLE: edge.privacyvpn.pro — TLS 1.3, ECH enabled, 4.8 GB api.cloudmed-health.io — QUIC/H3, 890 MB, persistent conn sync.enterprise-saas.com — TLS 1.3, mutual TLS, 2.1 GB relay.anon-tunnel.net — TLS 1.3, ECH, no cert transparency cdn.gaming-edge.gg — QUIC/H3, 12.4 GB, UDP burst pattern
2
Domain Intelligence Enrichment
Agent queries domain database for IAB categories, web filtering categories, personas, and domain ages to classify encrypted flows without decryption.
/about /security IAB Categories Web Filtering Domain Ages
ENRICHMENT RESULTS — ENCRYPTED FLOWS ═══════════════════════════════════════ edge.privacyvpn.pro IAB: Technology > Privacy > VPN Services Filter: Proxy/Anonymizer Age: 23 days — Newly registered /about: Claims "military-grade encryption, no-logs policy" VERDICT: VPN/Proxy — Potential policy circumvention api.cloudmed-health.io IAB: Health & Fitness > Healthcare > Telemedicine Filter: Healthcare/Medical Age: 4.7 years /security: HIPAA compliant, SOC 2 Type II VERDICT: Healthcare SaaS — Legitimate medical data relay.anon-tunnel.net IAB: Unclassified > Suspicious Filter: Anonymizer/Tor Relay Age: 11 days VERDICT: Anonymization Service — Block per policy
3
Classification & Policy Enforcement
Agent maps enriched encrypted flows to DPI application categories and triggers appropriate QoS and security policies without requiring decryption.
Domain Signal
relay.anon-tunnel.net — 11-day-old domain, anonymizer classification, no legitimate business content. ECH preventing inspection. Domain intelligence provides classification without decryption.
BLOCK: Anonymizer per network policy
Company Signal
cloudmed-health.io — Established HIPAA-compliant telemedicine platform. QUIC/H3 traffic is legitimate API calls. Domain intelligence confirms healthcare SaaS, enabling QoS prioritization.
CLASSIFY: Healthcare SaaS — Priority QoS

ENCRYPTED TRAFFIC CLASSIFICATION REPORT

ENCRYPTED FLOW CLASSIFICATION SUMMARY ═══════════════════════════════════════ Total encrypted flows: 14,892 Classified via enrichment: 13,247 (89%) Flagged for policy: 892 (6%) Blocked (anonymizers): 312 (2%) Truly unresolvable: 441 (3%) KEY INSIGHT: Domain intelligence classification maintains 89% visibility on encrypted traffic without any decryption — preserving subscriber privacy while enforcing network policy. PROCESSING TIME: 6.7 seconds | COST: $0.22 API

4Protocol Evolution Tracking

AI agent monitors domain infrastructure changes — new protocol adoption (QUIC, HTTP/3, ECH), CDN migrations, and TLS version upgrades — to keep DPI signatures current and accurate.

1
Scan Domain Infrastructure Changes
Agent monitors the top 10,000 bandwidth-consuming domains for infrastructure changes, detecting protocol upgrades, CDN switches, and new deployment patterns.
/docs /blog /security Domain Ages
PROTOCOL EVOLUTION MONITOR — WEEKLY SCAN ═══════════════════════════════════════════ MONITORED: Top 10,000 bandwidth domains PERIOD: 2026-02-10 — 2026-02-17 INFRASTRUCTURE CHANGES DETECTED: cdn.majorstreaming.com — Migrated from HTTP/2 to QUIC/H3 /blog: "Announcing our QUIC migration for 40% latency reduction" Impact: DPI signature update required for traffic classification api.socialplatform.io — Enabled ECH (Encrypted Client Hello) /security: "Enhanced privacy with ECH deployment" Impact: SNI-based classification will fail for this domain edge.cloudgaming.gg — New WebRTC-based streaming protocol /docs: "Low-latency game streaming via WebRTC DataChannels" Impact: New protocol fingerprint needed for gaming category mail.securecomm.eu — Upgraded TLS 1.2 → TLS 1.3 Impact: Minor — existing classification intact
2
Assess DPI Signature Impact
Agent cross-references protocol changes with current DPI signature database, identifying signatures that need updating, and prioritizing by traffic volume impact.
OpenPageRank IAB Categories /products
Domain Signal
cdn.majorstreaming.com — QUIC migration affects 8.2% of network traffic. Current HTTP/2 DPI signature will stop matching. PageRank 8.9, IAB: Streaming Media. High-priority signature update.
CRITICAL: 8.2% traffic at risk of misclassification
Sector Signal
QUIC adoption accelerating: 34% of top-500 domains now support HTTP/3 (up from 22% last quarter). ECH deployment rising at 12% QoQ. DPI visibility gap widening without domain intelligence enrichment.
TREND: QUIC/ECH adoption accelerating
3
Generate Signature Update Recommendations
Agent produces prioritized signature update recommendations with domain intelligence context for the DPI engineering team.

PROTOCOL EVOLUTION REPORT

DPI SIGNATURE UPDATE PRIORITIES ═══════════════════════════════════ CRITICAL (update within 48h): cdn.majorstreaming.com — QUIC/H3 migration, 8.2% traffic impact → New QUIC fingerprint + QUIC SNI extraction rule needed HIGH (update within 1 week): api.socialplatform.io — ECH enabled, SNI hidden → Domain IP-range fallback classification needed edge.cloudgaming.gg — New WebRTC protocol → WebRTC DataChannel fingerprint for gaming category LOW (scheduled update): mail.securecomm.eu — TLS 1.3 upgrade, no impact on classification PROCESSING TIME: 14.3 seconds | COST: $0.31 API

5Subscriber Behavior Profiling

AI agent builds anonymized subscriber behavior profiles by enriching visited domains with IAB categories, personas, and content types — enabling personalized service offerings without invading privacy.

1
Aggregate Anonymized Domain Access Patterns
Agent receives anonymized subscriber cohort data — top domains by category, time-of-day patterns, and bandwidth consumption without any PII.
Anonymized Cohort Data IAB Categories
SUBSCRIBER BEHAVIOR PROFILING AGENT ══════════════════════════════════════ COHORT: Residential subscribers, 25-34 age bracket, urban SAMPLE: 842,000 anonymized subscriber sessions METHOD: Domain-level IAB enrichment, no PII processing TOP IAB CATEGORIES (by session volume): 1. Arts & Entertainment > Streaming — 34.2% 2. Technology > Social Media — 22.1% 3. Shopping > Online Retail — 11.4% 4. News & Information — 8.7% 5. Gaming > Online Gaming — 7.9% 6. Business > Financial Services — 5.3% 7. Education > Online Learning — 4.1%
2
Enrich with Persona & Content Intelligence
Agent enriches domain patterns with persona data and pricing intelligence to identify subscriber segment preferences and willingness-to-pay signals.
Personas /pricing /products Countries
Sector Signal
Streaming cohort analysis: 67% subscribe to 3+ OTT services (avg $42/mo). Persona: "Digital Entertainment Enthusiasts." High sensitivity to buffering/quality. Prime candidates for premium broadband tier.
OPPORTUNITY: Premium tier upsell — est. 12% conversion
Company Signal
Gaming cohort: 23% use cloud gaming services (GeForce NOW, Xbox Cloud). Persona: "Competitive Gamers." Low-latency sensitive. Avg 18ms jitter tolerance. Candidate for gaming-optimized broadband package.
OPPORTUNITY: Gaming tier package
3
Generate Segment Reports for Marketing
Agent produces subscriber segment profiles with recommended service tier offerings, estimated conversion rates, and ARPU impact projections.

SUBSCRIBER SEGMENTATION REPORT

SEGMENT: Digital Entertainment Enthusiasts ═══════════════════════════════════════════ Size: 2.1M subscribers (14.8% of base) Avg bandwidth: 847 GB/mo (3.2x network average) Top domains: Netflix, Disney+, YouTube, Spotify, Twitch Persona match: Cord-Cutters, Binge Watchers, Sports Fans Churn risk: Medium — price-sensitive but quality-dependent RECOMMENDED OFFER: Premium Streaming Bundle Speed: 500 Mbps symmetric + QoS priority for video Price: +$12/mo premium Est. conversion: 12.4% = 260,400 upgrades Est. ARPU impact: +$3.12M/month revenue PROCESSING TIME: 18.4 seconds | COST: $0.44 API

6CDN & Origin Server Mapping

AI agent maps domain-to-CDN relationships and origin server infrastructure to optimize routing, inform peering decisions, and detect CDN migrations that impact traffic patterns.

1
Map Domain-CDN Relationships
Agent correlates top domains with their CDN providers using partner page data, technical documentation, and infrastructure intelligence from the domain database.
/partners /docs Countries OpenPageRank
CDN MAPPING AGENT — INFRASTRUCTURE ANALYSIS ══════════════════════════════════════════════ SCOPE: Top 1,000 bandwidth domains → CDN provider mapping METHOD: /partners page analysis + DNS infrastructure correlation CDN DISTRIBUTION (by traffic volume): Cloudflare — 284 domains — 31.2% of traffic — Direct peering active Akamai — 198 domains — 24.7% of traffic — Direct peering active AWS CloudFront — 167 domains — 18.3% of traffic — Transit only Fastly — 89 domains — 9.1% of traffic — Transit only Google CDN — 142 domains — 11.8% of traffic — Direct peering active Other/Self-hosted — 120 domains — 4.9% PEERING GAP DETECTED: AWS CloudFront + Fastly = 27.4% of traffic via expensive transit Estimated monthly transit cost: $890K — peering would save ~$620K
2
Detect CDN Migrations & Route Changes
Agent monitors domain infrastructure for CDN provider changes that could affect traffic routing and peering economics.
/press /blog
CDN Migration Timeline
2026-02-14 majorretail.com migrated from Akamai to Cloudflare — 2.1% traffic shift
2026-02-11 newsportal.eu switched to Fastly edge — now via transit (was peered)
2026-02-08 streamservice.tv added AWS CloudFront as secondary CDN
3
Generate Peering & Routing Recommendations
Agent produces actionable peering recommendations with cost-benefit analysis based on CDN mapping and traffic volume data.

CDN PEERING INTELLIGENCE REPORT

PEERING OPPORTUNITY ANALYSIS ══════════════════════════════ HIGH PRIORITY: AWS CloudFront Peering Current: 18.3% traffic via transit at $12/Mbps Peering: Direct interconnect at $0/Mbps (settlement-free) Savings: $480K/month 167 domains, growing at 8% QoQ MEDIUM PRIORITY: Fastly Peering Current: 9.1% traffic via transit Savings: $140K/month 89 domains, stable growth TOTAL ANNUAL SAVINGS: $7.44M PROCESSING TIME: 22.1 seconds | COST: $0.38 API

7Network Anomaly Detection

AI agent detects unusual traffic patterns by correlating flow data with domain intelligence — identifying DDoS amplification, DNS tunneling, domain generation algorithms, and abnormal traffic spikes.

1
Detect Anomalous Traffic Patterns
Agent receives real-time anomaly alerts from the network monitoring system and enriches flagged domains with intelligence to determine if anomalies are legitimate or malicious.
Flow Analytics IAB Categories Web Filtering
ANOMALY DETECTION AGENT — REAL-TIME ALERTS ══════════════════════════════════════════════ ALERT COUNT: 47 anomalies in last 4 hours SEVERITY: 3 Critical, 12 High, 32 Medium CRITICAL ANOMALIES: ALERT-001: resolve.dyn-query-847.xyz Pattern: 847,000 DNS queries in 12 minutes from 12,400 subscribers Normal baseline: 0 queries (new domain) Domain age: 2 days IAB: Unclassified | Filter: Suspicious/Malware VERDICT: DNS amplification attack — DGA domain ALERT-002: cdn-static.legit-update.download Pattern: 3.4 GB upload from single subscriber in 20 minutes Domain age: 5 days IAB: Unclassified | Filter: Malware Distribution VERDICT: Data exfiltration via fake update domain ALERT-003: promo-event.majorretailer.com Pattern: 12x traffic spike, 890K sessions in 1 hour Domain age: 8.2 years IAB: Shopping > Online Retail | PageRank: 7.8 /events: "Flash Sale — 70% Off Everything, Today Only" VERDICT: Legitimate flash sale event — not an attack
2
Correlate & Classify Anomalies
Agent uses domain enrichment to separate legitimate traffic spikes from genuine threats, reducing false positives and enabling faster incident response.
Domain Signal
resolve.dyn-query-847.xyz — 2-day-old domain, no web content, no IAB classification, flagged as suspicious by web filtering. DNS query pattern matches known DGA algorithm. Auto-block recommended.
AUTO-BLOCK: DGA domain — DNS sinkhole applied
Domain Signal
promo-event.majorretailer.com — 8.2-year-old domain, PageRank 7.8, legitimate retail IAB category. /events page confirms flash sale. Traffic spike is legitimate — no action needed.
FALSE POSITIVE: Legitimate flash sale event
3
Automated Response & Incident Report
Agent triggers automated mitigation for confirmed threats and generates incident reports with full domain intelligence context.

ANOMALY RESPONSE REPORT

ANOMALY CLASSIFICATION SUMMARY ═══════════════════════════════ Total anomalies: 47 Confirmed threats: 8 (17%) — Auto-mitigated False positives: 31 (66%) — Cleared by domain intelligence Under review: 8 (17%) — Escalated to SOC AUTOMATED ACTIONS TAKEN: DNS sinkhole applied: 3 DGA domains IP blocklist updated: 2 malware C2 domains Rate limiting applied: 3 suspicious upload patterns FALSE POSITIVE REDUCTION: 66% cleared automatically MEAN TIME TO RESPOND: 4.8 seconds (vs 23 minutes manual)

8Network Service Quality Monitoring

AI agent monitors QoE metrics across application categories, enriching performance data with domain intelligence to identify service degradation and optimize network resource allocation.

1
Collect QoE Metrics per Application Category
Agent aggregates quality of experience metrics — latency, jitter, packet loss, buffering ratio — grouped by IAB-enriched application categories.
QoE Probes IAB Categories /products
QoE MONITORING AGENT — HOURLY REPORT ════════════════════════════════════════ NETWORK: EU-West Region — 4.2M active subscribers PERIOD: 2026-02-17 19:00-20:00 UTC (peak hour) QoE BY APPLICATION CATEGORY: Video Streaming — Latency: 12ms Jitter: 2ms Loss: 0.01% Buffer: 0.3% Web Browsing — Latency: 18ms Jitter: 3ms Loss: 0.02% TTFB: 84ms Cloud Gaming — Latency: 34ms Jitter: 8ms Loss: 0.12% FPS drop: 4.2% Video Conferencing — Latency: 28ms Jitter: 14ms Loss: 0.34% Audio: MOS 3.2 Social Media — Latency: 22ms Jitter: 4ms Loss: 0.03% Financial Services — Latency: 8ms Jitter: 1ms Loss: 0.00%
2
Identify Degradation & Root Cause
Agent correlates QoE degradation with domain intelligence to identify whether issues stem from network congestion, CDN problems, or application-side failures.
/support /partners Countries
Company Signal
Video Conferencing degradation — Jitter 14ms, MOS 3.2. Root cause: Zoom + Teams traffic competing for same upstream capacity. /support pages show no outage reported by providers. Issue is ISP-side congestion on upstream links.
ACTION: Increase upstream QoS priority for UC
Sector Signal
Cloud gaming QoE declining across sector: jitter up 40% during peak hours. Gaming traffic growth (18% QoQ) outpacing low-latency capacity. 23% of gaming subscribers now using cloud gaming vs 15% last quarter.
TREND: Gaming QoS capacity gap widening
3
QoS Optimization Recommendations
Agent produces QoS policy adjustment recommendations with projected impact on subscriber satisfaction and churn reduction.

QoE OPTIMIZATION REPORT

RECOMMENDED QoS POLICY CHANGES ════════════════════════════════ 1. CRITICAL: Video Conferencing Increase upstream priority from Tier 3 → Tier 1 Affected: Zoom, Teams, Webex, Google Meet Impact: MOS improvement 3.2 → 4.1, est. 340 fewer complaints/day 2. HIGH: Cloud Gaming Create dedicated low-latency queue for gaming traffic Affected: GeForce NOW, Xbox Cloud, PS Remote Play Impact: Jitter reduction 8ms → 3ms, buffer ratio -60% ESTIMATED CHURN REDUCTION: 0.08% = 3,360 subscribers retained PROCESSING TIME: 9.2 seconds | COST: $0.16 API

9DNS Intelligence & Resolution Monitoring

AI agent analyzes DNS resolution patterns, enriching queried domains with intelligence to detect tunneling, exfiltration, DGA activity, and DNS-based threats across the ISP resolver infrastructure.

1
Analyze DNS Query Patterns
Agent processes DNS resolver logs, identifying unusual query patterns — high entropy domain names, excessive NXDOMAIN responses, TXT record abuse, and rapid domain cycling.
DNS Resolver Logs Domain Ages Web Filtering
DNS INTELLIGENCE AGENT — PATTERN ANALYSIS ═══════════════════════════════════════════ RESOLVER: ISP Primary DNS — 14.2M subscribers QUERIES/HR: 2.8 billion ANOMALIES: 847 suspicious patterns detected HIGH-PRIORITY DNS ANOMALIES: [DGA-001] 12,400 queries to random subdomains of x7k9m2.top Pattern: [random].x7k9m2.top — high entropy, 14-char subdomains Domain age: 0 days (registered today) Filter: Malware C2 Source: 847 subscriber IPs (likely botnet) [TUN-001] Excessive TXT queries to data.encode-relay.xyz Pattern: Base64-encoded TXT records, 2.1 GB in DNS payload Domain age: 4 days Filter: DNS Tunneling Source: Single enterprise subscriber [LEGIT-001] Spike in queries to api.new-streaming-app.com Pattern: 4.2M queries in 1 hour (app launch) Domain age: 1.8 years IAB: Streaming Media | PageRank: 6.4 VERDICT: Legitimate app launch — viral growth
2
Enrich & Classify DNS Threats
Agent enriches suspicious domains with full intelligence profile to confirm threat classification and identify affected subscribers for remediation.
IAB Categories OpenPageRank Personas
Domain Signal
x7k9m2.top — Zero-day domain, no content, no IAB classification, PageRank 0, web filtering: Malware C2. DGA pattern confirmed. 847 infected subscriber devices detected.
CONFIRMED: DGA/Botnet C2 — 847 infected devices
Domain Signal
data.encode-relay.xyz — 4-day-old domain, DNS tunneling confirmed. 2.1 GB of data exfiltrated via TXT records. Single enterprise subscriber — possible insider threat or compromised endpoint.
CONFIRMED: DNS Tunneling — Data exfiltration
3
Automated DNS Security Response
Agent applies DNS sinkholing, notifies affected subscribers, and updates threat intelligence feeds with confirmed malicious domains.

DNS THREAT RESPONSE REPORT

DNS SECURITY ACTIONS — 2026-02-17 ═══════════════════════════════════ DOMAINS SINKHOLED: 23 DGA domains: 12 (botnet C2 infrastructure) DNS tunneling: 4 (data exfiltration channels) Phishing: 7 (newly registered lookalikes) SUBSCRIBERS NOTIFIED: 847 Botnet infection: 847 devices across 612 households Notification: In-browser security alert + email FALSE POSITIVES AVOIDED: 31 Domain intelligence cleared 31 high-query domains as legitimate (app launches, CDN failovers, etc.) PROCESSING TIME: 3.1 seconds | COST: $0.09 API

10Peering & Interconnection Intelligence

AI agent provides strategic intelligence for peering negotiations by mapping content provider landscapes, analyzing traffic growth trajectories, and identifying optimal interconnection points using domain intelligence.

1
Map Content Provider Ecosystem
Agent builds a comprehensive map of content providers, their traffic share, growth rates, and infrastructure footprint using domain intelligence enrichment.
/about /investors /partners Countries OpenPageRank
PEERING INTELLIGENCE AGENT — QUARTERLY REVIEW ══════════════════════════════════════════════════ SCOPE: Content provider ecosystem mapping for peering strategy PERIOD: Q1 2026 traffic data + domain intelligence enrichment CONTENT PROVIDER LANDSCAPE: *.netflix.com — 15.0% traffic — Peered (AMS-IX, DE-CIX) /investors: $34B rev, 280M subs globally. EU expansion ongoing. *.google.com — 18.4% traffic — Peered (GGC cache deployed) /about: 22 EU data centers, edge POPs in 40+ cities *.meta.com — 8.7% traffic — Peered (FNA deployed) *.apple.com — 6.2% traffic — Transit only /press: Apple TV+ growing 34% YoY in EU markets /partners: Own CDN expansion — 8 new EU edge POPs planned *.bytedance.com — 7.1% traffic — Transit only /about: TikTok EU user base 190M, data localization in Dublin
2
Analyze Growth Trajectories & Peering ROI
Agent projects traffic growth for each content provider using press releases, product launches, and hiring signals from domain intelligence.
/press /careers /products Personas
Company Signal
apple.com — 6.2% traffic, transit cost $186K/mo. /press announces Apple TV+ live sports launch in EU Q2. /careers: 47 CDN engineering roles in EU. Traffic projected to reach 9.4% within 6 months. Peering ROI: 14 months.
NEGOTIATE: Direct peering with Apple CDN
Company Signal
bytedance.com — 7.1% traffic, transit cost $213K/mo. /about: EU data center in Dublin operational. /careers: 89 EU infrastructure roles. Short-form video bandwidth growing 28% QoQ. Peering ROI: 8 months.
PRIORITY: Peering negotiation — high ROI
3
Strategic Peering Recommendation
Agent produces a prioritized peering strategy with ROI projections, negotiation intelligence, and optimal interconnection locations.

PEERING STRATEGY REPORT — Q2 2026

PEERING PRIORITY MATRIX ══════════════════════════ PRIORITY 1: ByteDance/TikTok Traffic: 7.1% (↑28% QoQ) | Transit cost: $213K/mo ROI: 8 months | Location: Dublin IX, AMS-IX Intel: EU data center live, seeking ISP partnerships PRIORITY 2: Apple CDN Traffic: 6.2% (↑18% QoQ) | Transit cost: $186K/mo ROI: 14 months | Location: AMS-IX, LINX, DE-CIX Intel: TV+ sports launch will spike traffic 50%+ MONITOR: AWS CloudFront Traffic: 18.3% aggregate | Already in negotiation Note: 167 domains, diverse content — settlement-free justified TOTAL ANNUAL PEERING SAVINGS POTENTIAL: $4.8M PROCESSING TIME: 28.4 seconds | COST: $0.52 API
Get in Touch

Interested in AI Agent Domain Intelligence?

For pricing, subscription options, custom database builds, or enterprise partnerships — contact us below.

Power Your AI Agents with Domain Intelligence

Subscribe to the AI Agent Domain Database — continuous access to 100M+ domains, 20 page types each, quarterly refreshes, and real-time change signals.

AI Agent Database View Pricing

Annual subscription includes quarterly data refreshes, change detection alerts, and priority API access.