Proprietary platforms
Rule-based engines
Graph analysis & pattern matching
Static heuristics
Prescriptive rules
Long setup Tooling and tuning cycles
Open, composable, cloud-native
LLMs and machine learning models
Dynamic inference and behavioral learning
Generative, adaptive, context-aware
Rapid deployment and auto-tuning via AI
Scripted
Reactive
Static
Manual Review
Human-Driven
Generated
Predictive
Adaptive
Continuous Intelligence
Human-Guided + Machine-Led
Script-heavy DevOps
Hands-on ETL coders
Manual testers and reviewers
Infrastructure admins
Security auditors
Prompt-driven platform engineers
AI curated Data terms
LLM integrated validators
AI copilots orchestration
ML-powered compliance enforcers