Log Volumes Explode—Analyst Hours Don't
Firewalls, EDR, cloud APIs, and Kubernetes generate billions of events daily. Static rules and dashboards bury the real incidents under mountains of noise.
False Positives
False positives overload Tier‑1 analysts
Manual Correlation
Manual correlation across siloed tools slows MTTD
Storage Costs
Retaining petabytes of raw logs drives storage costs
Compliance Burden
Compliance audits require months of manual evidence gathering
Agent-Powered Security Analytics
Anomaly Detection Agent
Unsupervised models flag deviations in auth patterns, network flow, and cloud API calls.
Investigations Copilot
Combines OSINT, asset CMDB, and MITRE mappings to produce step‑by‑step case narratives.
SOAR Automation Agent
Executes playbooks—isolating hosts, resetting creds—based on confidence score thresholds.
Compliance Reporting Agent
Generates PCI, HIPAA, and ISO evidence packs with log excerpts and control coverage.
Cost Optimisation Advisor
Recommends tiered retention and summarisation strategies to cut storage by up to 60%.
Threat‑Hunting Chat
Conversational interface over petabytes of Delta logs—suggests KQL/Spark queries with context.
Lakehouse‑Driven SecOps Flow
Our AI-powered security log analysis platform provides a complete flow from log ingestion to automated response and compliance.
Unified Log Ingestion
LakeFlow Connect streams syslog, cloudtrail, VPC Flow, EDR JSON, and container logs into Delta with schema enforcement.
Multi‑Agent Analytics
Supervisor routes to anomaly, enrichment, and SOAR agents; merges findings with asset context.
Feedback & Hardening
Analyst feedback retrains models; policies tighten after each incident review.
PipeIQ Sec‑Log Services
- ✅Security Data Lake Design — Schema, partitioning, and retention tuned for petabyte‑scale logs.
- ✅Detection & Enrichment Agents — Custom prompts and ML models aligned to MITRE ATT&CK.
- ✅SOAR Playbook Integration — Integrate with ServiceNow, Slack, and firewall APIs for automated response.
- ✅Cost & Performance Tuning — Tiered storage, summarisation, and autoscaling clusters to cut cost.
- ✅Compliance & Audit Automation — Generate evidence packs, chain‑of‑custody, and retention proof on demand.
- ✅24/7 Monitoring & SLOs — Dashboards for MTTD, MTTR, and false‑positive rate—PagerDuty hooks for alerts.
Turn Log Noise into Real‑Time Defense
Book a consultation to deploy AI agents that unlock insights and automate response across your infrastructure logs.
