Predictive Intelligence
Know issues before they happen
Our proprietary models analyze hundreds of signals - predicting downtime 24-72 hours ahead, distinguishing bot attacks from viral traffic, and detecting SEO ranking drops weeks before they hit.
Prediction Alert
Generated 4 hours ago
Performance degradation predicted
Based on current response time trends, your site may experience slowdowns in ~6 hours.
Recommended actions:
- Investigate slow endpoints
- Review recent deployments
- Contact hosting provider if needed
Traffic Intelligence
Not all spikes are attacks
Proprietary behavioral models analyze patterns to distinguish threats from opportunities in real-time.
Bot Attack Identified
Analysis: 96% bot probability. Uniform request timing (0.3s intervals), no mouse movement, linear scroll patterns, single user-agent across 2,400 sessions.
Action: Rate limiting applied automatically. Origin protected.
Viral Traffic Confirmed
Analysis: 94% legitimate. Referrer concentration (reddit.com 78%), human-like sessions (avg 3.2 pages, 45s duration), diverse user agents.
Action: No intervention needed. Enjoy the traffic.
High-accuracy bot detection without CAPTCHAs - using mouse movements, scroll behavior, keystroke dynamics, and session fingerprinting.
Capabilities
Four tiers of intelligence
Infrastructure Intelligence
Downtime Prediction
Proprietary time-series models predict outages 24-72 hours ahead by analyzing response time trends and error rate patterns.
SSL/DNS Forecasting
Predicts certificate chain issues and DNS propagation problems before browsers reject them.
Performance Curves
Detects cyclical patterns like "slow every Thursday 2-4 PM" and correlates with deployments.
Response Trend Analysis
Trend analysis on response times and error rates with projected degradation: "Performance issues likely in 18 hours."
SEO Intelligence
Ranking Prediction
Predicts organic traffic changes 2-4 weeks ahead using ranking momentum, CTR trends, and competitor velocity.
Algorithm Detection
Detects ranking shifts across your portfolio that may indicate Google updates. Correlates timing with known updates.
Opportunity Scoring
Ranks pages by optimization ROI. "Page ranks #8, probability of #3 is 45%, predicted lift: +320 visits/month."
Cannibalization
Detects pages competing against each other. "3 pages at #7, #12, #15. Consolidate for predicted #4."
Behavioral Intelligence
Funnel Prediction
Real-time session scoring predicts abandonment. "73% risk - 3 hesitation events on pricing, compared shipping 4x."
Rage Click Detection
Identifies UX problems. "Submit button rage-clicked by 23% of users. Response delay: 2.3s."
Session Quality
Every session gets a quality score. Segment users, identify high-value visitors, see patterns that correlate with conversion.
Bot vs Human
Detects bots without CAPTCHAs using mouse movement, scroll patterns, and session fingerprints. High accuracy, continuously improving.
Autopilot Intelligence
Smart Remediation
Decides when to auto-fix vs escalate. "Cache purge auto-executed. Similar to 12 previous incidents. 94% success rate."
False Positive Suppression
Learns what's noise vs signal. "Alert suppressed: occurs every 02:00 during backup. 45 previous occurrences. Zero impact."
Third-Party Correlation
Connect your issues to external status. When Stripe has problems, we correlate it to your checkout failures automatically.
Personalized Thresholds
Static thresholds miss context. Our models learn your normal - and what deviations actually matter for your infrastructure.
Causal Intelligence
Root cause in seconds
Proprietary causal models connect signals across your stack to identify the actual source of problems - not just symptoms.
3 pages affected
1,234 users impacted
Cloudflare: Investigating
Status page updated
89% correlation
Causality confirmed
Instead of chasing symptoms across dashboards, see the complete causal chain from origin to impact.
Proprietary Technology
Intelligence that learns you
Our models are trained on your data, not generic benchmarks. The more you use LinkRivers, the smarter it gets.
Pattern Recognition
Analyzes sequential patterns and catches long-range dependencies in your metrics that simpler systems miss.
Failure Prediction
Classifies failures and forecasts rankings. Feature importance reveals which signals drive predictions for your site.
Outlier Detection
Detects outliers in traffic patterns and system metrics. No labeled data required - learns your normal automatically.
Shift Detection
Identifies when distributions shift - catching algorithm updates, infrastructure changes, and behavioral shifts as they happen.
Root Cause Analysis
Distinguishes correlation from causation. When CDN latency spikes, does it actually cause cart abandonment? We test the relationship.
Bot Detection
Multiple models vote together to classify traffic as human or bot. Reduces false positives while catching sophisticated attacks.
Training period
Models learn your patterns before predictions activate.
ML models
Continuously improving with every outcome.
False alerts
ML learns what's noise vs signal for your site.
Tier required
Full predictive intelligence on our $99/mo plan.
Stop reacting
Start predicting
See what's coming before it arrives. Let intelligence guide your operations.
Get Started