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Predictive AI Agent for Production Database Platforms

Our Products Offerings

Products Overview

Burnside Project delivers predictive intelligence for production databases. Instead of reacting to alerts after incidents begin, our platform learns how each database normally behaves and forecasts what will break, when it will break, and what to do next—hours before customers are impacted.

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Operational Foresight for Production Databases

Our predictive AI agent moves beyond monitoring by learning each database’s normal operating behavior and detecting when that behavior begins to drift toward failure. Instead of static thresholds and noisy alerts, we build behavioral baselines, normal-state envelopes, and trend-aware models that predict what will break next—and why—before incidents begin.

Data Infrastructure

Predictive AI Intelligence for Postgres

Behavior-driven forecasting for saturation, contention, replication lag, and maintenance debt—built on PostgreSQL’s rich internal telemetry.

Managed or Unmanaged on AWS & GCP

Product Description

  • Multi Tenant
  • On-Prem & Managed Cloud Support
  • Prescriptive Action Recommendations
  • On-Prem & Managed Cloud Support
  • Behavioral Baseline Learning
  • Failure & Incident Prediction
  • Capacity & Saturation Forecasting
  • Performance Degradation Detection
  • Replication & WAL Risk Prediction
  • Vacuum & Maintenance Debt Intelligence
  • Plain-Language Predictive Explanations
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Data Infrastructure

Predictive AI Intelligence for MySQL

Learn normal workload behavior to forecast connection pressure, query contention, and resource exhaustion in MySQL and MariaDB environments.

Managed or Unmanaged on AWS

Product Description

  • Multi Tenant
  • Workload Behavior Learning
  • Failure & Incident Forecasting
  • Connection & Thread Saturation Prediction
  • Query Contention & Lock Risk Detection
  • Latency & Throughput Degradation Trends
  • Replication Lag & Drift Prediction
  • Buffer Pool & Memory Pressure Intelligence
  • Storage Growth & I/O Risk Forecasting
  • Prescriptive Remediation Guidance
  • Production-Safe, Read-Only Agent
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Data Infrastructure

Predictive AI Intelligence for SQL Server - Coming Soon!

Predict bottlenecks, capacity limits, and degradation trends across on-prem and managed SQL Server deployments.

Managed or Unmanaged on AWS & Azure

Product Description

  • Single Tenant & Edge Deployment
  • Normal State Behavior Modeling
  • Failure & Incident Prediction
  • Blocking & Deadlock Risk Detection
  • CPU & Memory Saturation Forecasting
  • Query Regression & Plan Instability Detection
  • I/O & TempDB Pressure Prediction
  • Replication & Availability Group Risk Forecasting
  • Maintenance & Index Debt Intelligence
  • Prescriptive Operational Guidance
  • Enterprise-Safe Deployment
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Why Choose Predictive Insight?

Our AI driven agent moves beyond monitoring by learning each database’s normaloperating behavior and detecting when that behavior begins to drift toward failure

Behavioral Baseline Learning

80% false alerts vs rule-based systems
AI Baseline · Behavior Modeling · Zero Thresholds

The agent continuously learns what normal looks like for each database — across workload shape, concurrency, IO patterns, and query behavior — creating a living behavioral baseline instead of static thresholds.

Early Drift Detection

Detects issues hours to days earlier
Drift Detection · Anomaly Prediction

Detects subtle deviations in behavior — long before traditional metrics cross critical thresholds — identifying early signs of degradation, instability, or impending failure

Failure Probability Forecasting

Predicts failures 24–72 hours in advance
Predictive Analytics · Failure Forecasting · Risk

Instead of reacting to incidents, Predictive Insight assigns a probability of failure based on learned behavior trends — enabling teams to act while systems are still healthy.

Actionable Intelligence (Not Alerts)

Reduces alert fatigue by >60%
Decision Intelligence · Root Cause Signals

Every insight explains what changed, why it matters, and what to do next — turning raw signals into operational decisions instead of noisy alerts.

Ready to Get Started?

Every hour without learned behavior is lost foresight. Start predicting failures today.

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95%
Real Time Data
40%
Cost Savings
99.9%
Uptime SLA
24/7
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