Velocity & Volume Outpace Human Monitoring
Modern systems emit millions of events per second—from IoT sensors, financial ticks, clickstreams, and telemetry. Manual dashboards and batch analytics miss critical moments and drive up MTTR.
Delayed Detection
Anomalies detected after customers notice
Alert Fatigue
Rule‑based alerts drown teams with false positives
Pipeline Breaks
Schema drift breaks pipelines and causes blind spots
Cost Spikes
Streaming costs spike without intelligent sampling
Agent‑Powered Use Cases
Industrial IoT Monitoring
Detect vibration spikes and temperature drift; auto‑open maintenance work orders.
Fraud & AML Surveillance
Stream card transactions, score risk with graph agents, and block suspicious activity in <100 ms.
Gaming Telemetry Insights
Analyze player events to balance gameplay and trigger in‑game offers on the fly.
Clickstream Personalization
Serve next‑best content and promos after the first few user actions, not tomorrow's batch.
Logistics & Fleet Optimization
Agents merge GPS, ELD, and weather streams; reroute trucks before delays happen.
Market Data Analytics
Consume equities & crypto ticks, detect micro‑structure anomalies, and alert traders instantly.
Edge‑to‑Dashboard Agentic Flow
Our agent orchestration flow processes streaming data in real-time, from ingestion to action, ensuring your systems respond to critical events in seconds, not minutes.
Low‑Latency Ingestion
Kafka, Kinesis, or Databricks LakeFlow funnels events into Delta Live Tables with schema evolution.
Multi‑Agent Processing
Supervisor orchestrates anomaly, forecast, and summarization agents; merges findings with lineage.
Action & Feedback
Agents push alerts to Slack/SNOW, write aggregates to BI, and retrain models from outcomes.
PipeIQ Streaming Services
- ✅Ingestion & Schema Design — Partitioning, CDC, and Delta Live Tables tuned for volume & cost
- ✅Real‑Time Agent Development — Anomaly detection, summarization, and predictive agents with latency guarantees
- ✅Benchmark & Drift Testing — Measure accuracy, throughput, and cost under production load
- ✅Operational Integration — Webhook connectors to CMMS, SOAR, or marketing APIs for immediate action
- ✅Cost & Perf Optimisation — Dynamic sampling, model cache, and autoscaling cluster configs
- ✅24/7 Monitoring & SLOs — Dashboards for lag, success rate, and token spend—PagerDuty hooks for SLO breaches
Stream Smarter with AI Agents
Book a consultation to see how PipeIQ turns raw event streams into actionable insights—before dashboards even refresh.
